Wealth & Advisory AI

IMTF is a Swiss software company. Its Siron One platform covers the main financial crime compliance jobs at a bank or insurer, from KYC and client lifecycle management to transaction monitoring, sanctions screening, fraud, trade based money laundering and tax compliance. Private banks, retail and corporate banks, insurers, payment providers and telecom operators buy it, and IMTF counts more than 1,000 customers in over 90 countries. Detection runs on what IMTF calls a hybrid approach. A rules engine with a scenario library and more than 300 behavioral profiles sits underneath. Machine learning ranks each alert by how likely it is to matter, clusters customers into dynamic peer groups and measures how far a customer or transaction strays from its group. In screening, models narrow name matches, and Babel Street supplies matching across more than 24 languages and scripts. Generative AI summarizes and classifies adverse media and prefills suspicious activity reports for compliance officers to edit, and the case manager resolves or parks low priority alerts on its own. Scenarios and thresholds change without code and can be simulated before use. Chartis named Siron One a category leader for AML transaction monitoring in 2026, and also for name and transaction screening and for adverse media monitoring. Forrester rated IMTF a Strong Performer in financial crime management in Q3 2026. Siron One connects to Avaloq, Finnova, FIS Kordoba and ERI's Olympic core banking systems and draws on Dow Jones, LSEG World Check, Moody's Orbis and LexisNexis data. IMTF was founded in 1989 and is based in Givisiez, Switzerland, with seven offices from Zurich and Luxembourg to Dubai, Singapore and Bengaluru. It sells Siron One for installation, as a managed service or as SaaS on AWS, and holds ISO 27001 certification.

AgentSmyth sells an agent platform for capital markets desks at banks, brokers and asset managers. Its Trading Harness reads a question, decides which of six specialist agents it needs and runs them in parallel. Macro and Sentiment read the economic regime and the crowd, Quant and Options handle factors, backtests, skew and dealer positioning, Earnings covers revisions and implied moves, and Portfolio measures the effect on a book. The answer comes back as one cited view, from a pre market brief to a pre earnings package or a trade ticket with entry, invalidation and sizing. Desks and Cards, shipped in August 2026, turn analysis a desk keeps rebuilding into cards that rerun on fresh data and can be shared as a method. Calculations run in code with receipts attached, and coverage spans 5,005 global equities. The platform runs as multi tenant or single tenant software, in a customer's VPC or on premises, and customers choose which models it may use. FinTech Collective and Thomson Reuters jointly led its $8.7 million seed round in 2025, when AgentSmyth said 48 institutional clients with $2 billion to $50 billion in assets used it, and BNY took it into a collaboration program. AgentSmyth was founded in New York in March 2024 by Pulkit Jaiswal, Daniel McCooey and Mike Block.

AllMind is a research terminal for institutional investment teams at asset managers, hedge funds, sell side research desks and corporate investor relations groups. Its financial ontology resolves every mention of a company, whether in a filing, an earnings call or a firm's own note, onto one object, then links that object to suppliers, estimates, guidance and theses. Behind it sit what AllMind counts as more than 6,800 licensed datasets and 750 million documents. Chat answers questions with passage level citations. Grids runs one question across hundreds of tickers with a cited answer in every cell, and Reports drafts earnings reviews, IC memos, comps analyses, credit notes and initiation style primers in a firm's house template. Agent Studio runs deep dives in the background, schedules recurring briefs and checks a stated thesis against each new filing, transcript and headline. Licensed content comes from FactSet, S&P Capital IQ, LSEG, MSCI, Databento, Aiera, Quartr and BlueMatrix, with ratings from Fitch, Moody's, DBRS and S&P Global Ratings, across 18 markets in North America and Europe. Named clients include RBC Global Asset Management, Sagard, Armistice Capital and Algonquin Capital. AllMind has a SOC 2 Type II report, hosts data in Toronto, Virginia and Iowa, and says customer content never trains its models. AllMind is headquartered in Toronto. Anwaar Malik, its cofounder and chief executive, announced the launch in July 2025.

Farsight builds AI that produces finished banking deliverables, from pitch decks and confidential information memoranda to investment committee memos, valuation materials and financial models, written in PowerPoint, Excel and Word and kept in sync across all three. Freeform, launched in May 2026, turns a single prompt plus transcripts, financial data, marketing materials and prior deal documents into a complete deliverable, including CIMs of 60 pages or more. Prior Art Match shapes each output to a firm's past work and house voice, and proactive agents draft materials before anyone asks, working from CRM records, past deals and institutional knowledge. The 2025 acquisition of Presentable AI added plain language editing of fully custom slides. Market data flows in from S&P Capital IQ Pro, PitchBook, SEC filings and North Data's European company registers. S&P Global Market Intelligence took a minority stake in July 2026 and plans to sell Farsight's deliverable builder as an add on to Capital IQ Pro later this year. TresVista signed a multiyear agreement in October 2026 to use Farsight across work for more than 400 clients. Each customer runs in its own VPC hosted by Farsight on AWS, in its own cloud or on premises. Samir Dutta, Noah Faro and Kunal Tangri spun Farsight out of MIT. It raised a $16 million Series A led by SignalFire in 2025 and is based in New York.

Vega Minds sells Vega, an AI associate for financial advisers at RIAs in the United States and Canada. It connects to an adviser's email, calendar, meeting software, phone system and CRM. Vega drafts a reply to every client email inside Outlook or Gmail and briefs the adviser before meetings. It takes notes from Zoom, Teams, Google Meet and phone calls through the platforms' own recordings rather than a visible bot, and drafts the follow up. Notes, tasks and field updates are proposed for the CRM and written after the adviser approves them, with a Pro setting that lets Vega save clear profile facts directly. A chat answers questions about any client, reads uploaded statements and turns requests into tasks. Core costs $50 a month and Pro $100 a month. Pro adds branded planning documents, a daily updated profile of each household, meeting analytics, and a review of meeting transcripts and outbound email against SEC rules. A Premium partnership with a dedicated engineer and custom agents starts at $4,000 a month. Vega connects to Redtail, Wealthbox, Salesforce, Microsoft Dynamics, Practifi and other advice firm systems, and to Claude through an MCP connector. Vega Minds says it serves more than 600 RIA firms, and the Kitces Report on agentic AI assistants for 2025 named it a provider to watch. The company is based in Newport Beach, California, and was started in 2022 by two MIT trained former registered advisers, including chief executive Alex Mathé-Cathala.

Munin AI is a meeting assistant for financial advisers that turns each client meeting into structured notes, action items, a summary and a follow up email draft. Advisers build templates for what each meeting should capture, such as risk profile changes, goals and decisions, and Munin fills them in from the conversation and files everything under the client. Each client profile keeps past meetings, uploads and key details, with a chat for quick questions such as the names of a client's children. It works with Zoom, Teams and Google Meet, reads Google and Microsoft calendars without writing to them, and can take in past calls and Google Drive files. Essentials costs $39 a month, or $29 billed annually, and Professional, which adds live transcription and live template filling, costs $79 or $59. Munin names OpenAI and Deepgram as its AI providers and keeps Google data away from them. It describes its hosting as SOC 2 certified and lists its own SOC 2 Type II certification as a 2026 goal and ISO 27001 as a 2027 goal. No CRM integration is listed and no customers are named.

Knapsack is a private AI workspace for financial advisers and other regulated professionals, made by Knap Inc of San Francisco. It connects to an adviser's email, calendar and CRM and sets up agents for routine work. They draft email replies, brief the adviser before meetings, take meeting notes without recording video, write follow ups and send a daily coaching summary. Nothing is sent or changed without the user's approval, and connections are read only by default. Knapsack runs in the browser as Studio, or locally on the adviser's own computer as Desktop, where data stays on the machine. It also sells twelve supervised digital workers for financial services firms at $500 a month each after a 14 day trial. They cover RIA compliance, exam readiness, advertising review, books and records, AML and sanctions work, third party risk, research, private credit diligence, portfolio reporting, financial risk, financial planning and client onboarding. Each prepares drafts and source records for a named person to approve. The Starter plan for individuals costs $50 a month. Knapsack states SOC 2 Type II and HIPAA compliance and says customer data never trains AI models. It is listed on the Schwab Advisor Services marketplace, and ModelFA delivers its adviser assistants on Knapsack. Knap Inc has been active since 2023 and is backed by Accel, Everywhere Ventures, K5 Tokyo Black, Data Tech Fund and Half Court Ventures.

Pulse360 is meeting documentation software for independent financial advisers, built around what an adviser sends a client after a meeting. Advisers capture a meeting with CaptureGenius, an AI notetaker for Zoom, Teams, Google Meet and in person meetings, or by dictating, typing or handwriting notes in the app. NoteGenius AI files notes by topic, subtopic and tag and turns them into CRM tasks, and AI Writer tightens or simplifies client language. Templates, a content library and an annual summary then produce agendas, summaries and year in review documents meant to read as the adviser's own work. Pulse360 connects to Redtail, Wealthbox and Salesforce, including the Salentica, XLR8 and Practifi overlays, and to Nitrogen, Holistiplan, Hubly and PreciseFP. Prices are flat rather than per seat: the notetaker plan is $99 a month, and Pro with the notetaker is $199 a month for up to ten users. It runs on AWS, publishes a SOC 2 Type II report for download, and offers optional long term storage of recordings for SEC and FINRA books and records. Its terms let AI Writer prompts train per user and industry wide models once identifying details are removed, unless a customer opts out. Pulse360, Inc. was founded in 2019 by Anand Sheth, who spent more than 20 years in the advisory industry, and James Hill, and works from Riverside, California and Farnham in the UK.

GReminders is a meeting management platform for financial advisers that combines scheduling, client reminders and an AI notetaker. It started in 2020 as scheduling and SMS reminder software and now sells all three together. The notetaker joins Zoom, Teams, Google Meet and other video calls as a participant, or records in person meetings through the mobile app, and keeps the recording and transcript under the firm's retention settings. It writes summaries, action items and follow up email drafts, sends a pre meeting brief before each call, and includes an assistant that answers questions and updates the CRM. Its closest ties are to the CRMs advice firms run. GReminders works inside Orion's Redtail and adds booking and meeting prep to Wealthbox through a browser sidebar. Summaries and tasks go to Wealthbox, Salesforce, Microsoft Dynamics and other CRMs. Osaic approved it for more than 11,000 affiliated professionals, and GReminders cites an approval from Cetera as well. Since September 2026 an MCP server brings its meeting and household data into Claude, ChatGPT and Copilot. Prices are published, from $69 a month for Essentials and $132 for Business. It runs on Microsoft Azure with Azure OpenAI models and says customer data is not used for AI training. GReminders is based in Los Angeles and led by founder and CEO Arnulf Hsu. The same platform is also sold to accountants, attorneys, therapists and other appointment based businesses.

Xapien automates the research step of due diligence and returns a document rather than a score. The product takes the name of a person or a company and produces a fully sourced background report, typically in minutes, drawing on corporate registries, sanctions and watchlist data, politically exposed person data, court records and the indexed open internet; Xapien puts the average at 7.5 minutes across a sample of a thousand reports. It publishes an argument that generative AI on its own cannot be used for due diligence, naming hallucination, inconsistency between similar prompts and the absence of structured compliance data, and positions itself as the answer, triangulating structured screening data against web material and citing every finding to a source. Its identity resolution engine decides which of several similarly named subjects a report concerns, and Google Cloud's case study names Gemini 2.5 Flash for high volume parsing and Gemini 2.5 Pro for risk summaries, running on Google Kubernetes Engine. Financial services is one of six industry lines, with know your customer and customer due diligence for banks, client onboarding for wealth managers and private banks, investor and target diligence for private equity, and underwriting and claims research for insurers. Named financial customers include Griffin, a United Kingdom bank, and Dow Jones Risk and Compliance, which sells Integrity Check built on Xapien, and a Xapien app is listed on the ServiceNow Store. The workflow runs identify, run report, review and edit, share, then decide and approve, with review manual or automated by configurable rules. It is sold as an annual subscription in three tiers set by report volume, with unlimited users. Xapien publishes a downloadable ISO 27001 certificate and commits that customer data is never used to train its models. The legal entity is Digital Insight Technologies Ltd, founded in London in 2018 by two former BAE Systems engineers.

FinMate AI sells meeting documentation to financial advisers, and its positioning rests on provenance. It was built by an adviser who had the problem himself, and its output is shaped around the meeting types advisers actually run rather than a generic summary format, with distinct templates for discovery, review and the rest. It captures virtual, telephone and in person conversations and records audio and video, which some meeting assistants do not. A mobile application handles face to face meetings, and a recording captured elsewhere can be uploaded for transcription. From the transcript it produces structured notes, drafts follow up communication, pre fills forms from what was discussed, and infers client mood across a conversation. Notes and tasks push outward to a named set of client relationship systems, and the product connects to the major conferencing platforms and both dominant calendar services, around eleven named connections in all. It operates in five languages: English, Spanish, German, French and Italian. The company has engaged the Australian advice market through its trade media. Two commitments are published in the company's own voice: a SOC Type II certification, and an undertaking never to train its models on customer data. It is based in San Francisco and was founded by Daniel Yoo.

Mili sells AI agents to wealth advisers at RIAs, broker dealers and bank wealth teams in the United States. Its meeting agent captures client conversations on Zoom, Teams, the phone or in person. It writes notes against the firm's own templates, redacts sensitive details and drafts the follow up. Online meetings are captured by desktop capture or by a Mili meeting bot, and audio recording is off by default. Since February 2026 the meeting agent sits inside Mili Office, a suite of agents for scheduling, client data updates, planning analyses, onboarding forms, prospect research, compliance records, marketing and document extraction. They connect to CRMs such as Redtail, Wealthbox and Salesforce, planning tools such as eMoney and Holistiplan, the custodian TradePMR and the archive Global Relay. Every write to a CRM, form or email waits on an approval card until an adviser accepts it. Mili names its model providers, OpenAI, Anthropic, Google, AssemblyAI and Deepgram, all under zero retention terms. Its Responsible AI notice describes an AI management system designed to ISO/IEC 42001, with monthly review and quarterly fairness tests. It has a SOC 2 Type II report and ISO 27001 certification, and data stays on AWS in the US. No price is published beyond a 14 day free trial. Appleton Partners, a $12.5 billion RIA in Boston, chose it in May 2026, and in the T3/Inside Information 2026 Software Survey it had the highest user rating among fourteen AI notetakers. Mili Software, Inc. was founded in 2024 by Chirag Gandhi, Siddharth Bulia and Vennela Miryala and raised $2 million in seed funding led by Chiratae and BoldCap.

Catchlight sells prospect prioritization to wealth management firms, answering two questions an adviser faces every morning: which prospect to call next, and what that person is likely to care about. A firm loads its leads and the platform enriches each one into a full profile, drawing on public records and on first party marketing data from its corporate parent, gathering up to two thousand attributes per person, then scores the lead against a proprietary conversion model the company states was built on more than 170,000 recorded client conversions and over 100,000 adviser and client interactions. The resulting score ranks the pipeline by likelihood of becoming a client. Alongside it the platform produces a projected client revenue range for an individual lead using a methodology derived from the parent group's business data, which is a wealth and value estimate produced without the adviser asking the person anything. Around the scoring sit segment building for groups such as pre retirees, recipients of company stock and business owners, campaign personalization to those segments at scale, lead routing to the right adviser or business development representative, and funnel analysis showing which acquisition sources actually produce clients. Batches of up to 2,500 leads process at once, and the product reaches firms directly, through an application on a major customer relationship platform, through an interface, and through a large custodian's provider marketplace. Founded in Boston as Catchlight Insights, incubated in and wholly owned within Fidelity Labs, it opened broadly in 2023 and trade reporting put adoption at roughly 300 firms by late 2024. Sold in the United States only.

Conquest Planning sells financial planning software to institutions and advice firms across Canada, the United States and the United Kingdom, built around Strategic Advice Manager, which the company describes as an expert system: an auditable, deterministic engine that evaluates hundreds of strategies against a household's situation, preferences and goals and surfaces the next best decisions rather than requiring an adviser to construct each plan from scratch. The company reports plan construction falling from many hours to minutes and firms producing several times more plans as a result. The same engine drives three delivery models from one platform, being traditional adviser led planning, hybrid engagement with real time collaboration between client and adviser, and a fully self directed digital experience an end client can use without any human involvement, with the intent of reaching households that never received planning at all. Compliance capability is positioned as a differentiator rather than a footnote: every recommendation is stated to be traceable, a compliance trail is built into the expert system, and firm leadership gets real time analytics on plan quality, adviser activity and client engagement. The platform is delivered through an open two way interface so institutions can build their own experience over the engine. Founded in 2018 in Winnipeg, Manitoba by a team of planning software veterans led by Dr Mark Evans, who created an earlier generation planning package and now serves as executive chair, with Brad Joudrie appointed chief executive in January 2026. More than 60,000 advisers across over 1,000 financial institutions use it. They include major Canadian and United States banks and an insurer, as well as a clearing firm, a national brokerage and a digital wealth manager. The company has a substantial majority of the Canadian adviser market. Backers include Goldman Sachs Alternatives, which led a Series B, alongside Fidelity International Strategic Ventures, Citi Ventures, TIAA Ventures, Portage, USAA, BNY and Royal Bank of Canada.

RightCapital sells financial planning software to advice firms, built on its own calculation engine covering retirement projection, tax aware distribution modeling, student loan analysis, insurance and estate views and a client portal. Founded in 2015 in Shelton, Connecticut and used by thousands of advisers, it grew as the modern challenger to two long established planning packages and ships a migration tool aimed specifically at users of one of them. Two artificial intelligence capabilities arrived in 2026. Smart Import reads documents uploaded into the platform, identifies which of their contents are relevant to a financial plan and translates them into plan inputs, which the company reports cuts manual data entry time by at least 70 percent. Iris, launched in June 2026, is a planning agent working inside the adviser's existing workflow rather than as a separate assistant, with three published functions: a check that scans a client profile for missing fields and internal inconsistencies that would undermine a plan, a review of cash flow that surfaces anomalies, questionable assumptions and future gaps, and a builder that takes a target probability of success and returns three strategies constructed by varying inputs such as retirement age or spending. It also answers planning questions and explains results in language an adviser can pass to a client, and a separate assistant answers questions about the platform itself. The company states a specific design constraint: every output originates from its own calculation engine, so the agent surfaces results the verified engine produced rather than generating them from outside sources. Firms control which staff may use the agent, and it carries no additional charge on the upper two subscription tiers.

FP Alpha sells advanced planning software to financial advisers, accounting firms and estate attorneys, addressing the three areas where a generalist adviser is least equipped: tax, estate and personal insurance. Its premise is that the expertise gap is really a document reading problem, since the answers already sit inside papers the client has and nobody has time to read. An adviser uploads the documents and machine reading extracts from them, then an expertise layer the company describes as trained by specialist professionals turns the extracted data into observations and recommended next steps. The tax module summarizes a return across sixteen areas including modified adjusted gross income tiers, federal and state position, conversion analysis, charitable deductions, qualified business income treatment and pending legislative changes. The estate module reads wills, trusts, powers of attorney and healthcare directives, gathering hundreds of data points and rendering asset distribution and the significant individuals named as visual flowcharts an adviser can use in a legacy conversation. The insurance module reads home, umbrella and motor declaration pages to surface coverage gaps and over insurance. Commercial terms are published in full and structured as an annual license carrying a bank of credits, one credit per tax document reviewed and one per estate household regardless of document count, with credits reloading annually and shared across every seat in the firm. Founded in New York by Andrew Altfest, president of an established wealth management firm, and Luis Quiroz, previously an artificial intelligence development leader at the Mexican Stock Exchange.

Nitrogen sells an integrated client engagement suite to financial advice firms, built outward from the Risk Number, a patented single figure expression of a client's risk tolerance derived from a questionnaire grounded in the behavioral economics literature on how people actually weigh gains against losses. Launched as Riskalyze in 2011 and renamed in 2023, the company turned a subjective suitability conversation into a quantified one and the score became a category standard, used to align a portfolio to a stated tolerance and to evidence that alignment. Around it sit proposal generation, an investment research product, an income planning product carrying stress tests that model real market events against guaranteed income sources, and a tax intelligence product producing client ready reports on tax position and on the tax consequence of moving from a current portfolio to a proposed one. A separate engine product exposes the Risk Number and the portfolio analytics programmatically so institutions and larger wealth enterprises can embed them in their own systems. In February 2026 the company launched Nucleus, an agentic engine embedded across the suite rather than offered as a separate assistant, which an adviser can task from inside a client profile with setting risk targets, sending risk questionnaires, converting an uploaded statement into a portfolio, generating a retirement income map, drafting a proposal and preparing meeting talking points. Nucleus operates only within the platform's own structured data and requires adviser approval before any action executes, and the company states certification to both a SOC standard and ISO 42001, the AI management system standard. Alongside it the company introduced a human verified tier of its statement conversion capability at a published monthly rate. Headquartered in Auburn, California, with a customer base running from solo practitioners to enterprises of more than a thousand advisers.

Holistiplan sells tax aware planning software to financial advisers and tax professionals, built around a single workflow decision: begin from the client's actual filed tax return rather than from stated goals or a hypothetical cash flow. An adviser uploads a return in portable document format together with its schedules, and machine reading extracts the figures into structured fields in roughly 45 seconds, replacing what was previously an hour or more of manual keying and, in practice, replacing the decision not to do tax planning for most of a book at all. A calculation engine then produces a white labeled client facing observations report covering marginal and effective rates, capital gains position, modified adjusted gross income tiers and Medicare premium surcharge exposure, and flags planning opportunities such as conversion headroom, charitable structuring, gain and loss harvesting and retirement income timing. Multi year projection and side by side scenario modeling let an adviser test the tax consequence of a decision several years forward. The company has widened beyond tax twice, adding property and casualty insurance analysis with premiums feeding cash flow projections, and in late 2024 an estate planning module that extracts and manages legal documents and renders asset distribution as interactive diagrams. It integrates with several widely used adviser planning and client relationship systems and positions itself as a layer over an existing stack rather than a replacement for one. Founded in 2019 in College Station, Texas, winner of a fee only adviser network technology competition in its first year, and backed since September 2023 by Lead Edge Capital. It led the tax planning category of the 2026 independent adviser software survey at 39 percent market share with the highest satisfaction rating in that category.

Timeline sells an integrated ecosystem to United Kingdom financial advice firms that spans three businesses sold as one proposition. The planning software began in 2018 as a retirement decumulation tool built on the academic sustainable withdrawal rate literature, letting an adviser illustrate historical worst case scenarios that other planning packages could not, and has since widened into lifelong cashflow modeling, a client factfind, digital letters of authority and an inheritance tax planner. Alongside it sits an investment business comprising evidence based model portfolios and a multi asset fund range with portfolio analytics, which passed three billion pounds under management in 2025 and is distributed across fourteen platforms. A third arm is the company's own platform technology handling order execution and custody. In May 2026 the company launched Pennee, a chat driven assistant reached inside the planning product, which prepares annual reviews, summarizes meeting notes, drafts client communications and reports, structures financial plans from uploaded documents, builds cashflows, sends factfinds and assembles follow up workflows, drawing on client records, portfolio data and platform data already held in the ecosystem rather than starting from a blank prompt. It can join client meetings to record and summarize, extract action points and client vulnerability indicators, and flag life events. The group operates through two companies with a boundary it publishes itself: the investing and platform services entity is authorized and regulated by the Financial Conduct Authority, and the planning software entity is not. Founded by Abraham Okusanya and headquartered in London.

Jump is an AI platform for financial advisers and the teams around them, covering the client meeting cycle, onboarding and practice growth. Meet, the core product, prepares a brief and agenda before each meeting and takes notes in virtual, in person and phone meetings. Afterwards it writes structured data back to the CRM, drafts follow up emails in the adviser's voice, creates and routes tasks and schedules the next meeting. Firms choose their capture mode, from no recording at all to full audio and video, and set retention and consent rules centrally. Onboard fills intake and account opening forms and extracts data from statements, tax returns and estate documents. Grow surfaces cross sell and at risk signals, runs playbooks and scorecards for coaching, and adds firm dashboards and client pulse surveys. Jump connects to more than 40 systems in both directions, including Salesforce, Wealthbox, Redtail, eMoney, RightCapital, Holistiplan, Schwab, Orion and Black Diamond. Meet costs $100 per adviser a month, and Onboard and Grow are $50 add ons, with enterprise terms quoted. Every email, CRM update and follow up waits for an adviser's approval. Jump states SOC 2 Type II, automatic redaction of nonpublic personal information, and zero retention and no training clauses with its model providers. Founded in 2023 and based in Salt Lake City, Jump says it serves more than 50,000 advisers at more than 11,500 firms, including LPL Financial, Osaic and Cetera. It had the largest share of the AI notetaker market in the T3/Inside Information 2026 Software Survey.

Practifi sells a client relationship and business management platform purpose built for wealth management firms, covering the unified client record, pipeline and opportunity management, referral source tracking, workflow automation across onboarding, account opening, money movement and review scheduling, compliance monitoring, real time productivity and revenue reporting, and a mobile application. It is built natively on the Salesforce Lightning platform rather than as standalone software, and serves advisory firms ranging from around ten employees to enterprises of ten thousand. In December 2025 the company shipped Practifi Intelligence, an add on suite activated per client, organized into relationship, meeting and administrative capabilities: it produces conversation summaries, surfaces context across a client record, generates follow up actions automatically and triggers workflow steps. The company has stated that further functionality would be introduced across 2026, and has announced a second and distinct product for release on 25 August 2026, described as an artificial intelligence native intelligent client relationship system sold alongside the established enterprise platform rather than replacing it. Headquartered in Chicago.

Dynamic Planner runs a digital advice platform that sits at the suitability layer of the United Kingdom advice process, and it sells to both sides of that market. Advice firms use it for psychometric attitude to risk and capacity for loss profiling, sustainability profiling, cash flow modeling, investment selection, suitability reporting and ongoing reviews. Asset managers, discretionary managers, platforms and product providers pay to have their solutions risk profiled and badged against the same model, which is what makes the platform a shared reference point rather than one firm's tool. At its center is a forward looking asset risk model spanning seventy five asset classes with a nineteen year record, which the company states has performed within its expected value at risk targets through stress periods including the 2008 crisis and the pandemic, with a formal quarterly review of all profiled holdings. More than one thousand six hundred investment solutions and nine hundred managed portfolio offerings are profiled, and the company states that over forty percent of United Kingdom investment advice firms and more than one hundred and sixty asset managers use the platform, with over a million people having completed the profiling process. Its AI line is deliberately additive: live meeting transcription inside the platform or imported from a video conferencing service, automation of existing processes, and an open programmatic interface that lets a firm point its own agentic tooling at the platform. The company states these features are entirely optional. In November 2025 it certified to ISO 42001, the international AI management system standard, and says it was the first firm in its sector to do so. Based in Reading, England.

Intelliflo runs intelliflo office, the cloud practice management and back office platform that a large share of United Kingdom financial advice firms use as their system of record, covering client data, the fact find, onboarding, ongoing reviews, workflow and reporting. Private equity firm Carlyle acquired the business from Invesco in August 2025 for a reported one hundred and forty eight point six million pounds. Its artificial intelligence line is intelliflo IQ, launched in February 2026 and developed with a named wealthtech partner. One module is live: an engagement assistant that captures client meetings, applies imaging and audio processing to convert handwritten notes, portable documents and audio recordings into structured updates across more than one hundred and ninety fact find fields, and drafts compliant summaries, client documents, emails and letters, with the company stating that every generated update requires adviser review and approval before it is finalized. Three further modules are announced for later in 2026: an advice assistant running a rules based health check that flags shortfalls and suggests recommendations for the adviser to accept or override, a quality assistant reviewing suitability reports and fact finds against regulatory requirements and firm policy for gaps, overstatements and conduct risk, and a firm level compliance assistant giving a roll up view of suitability, vulnerability and evidencing. In June 2026 the company announced that the next generation of the platform will place agentic capability at its core, running continuously in the background to scan for anomalies and flag where a client decision is due.

Zocks sells an assistant to financial advisers built around a specific architectural choice: it captures client conversations without making recordings, and turns what was said into structured data. From that data it produces meeting preparation and notes with speaker attribution, populates intake and account opening forms, drafts tailored client emails, processes documents, and fills financial planning, onboarding and proposal systems, with the company claiming an adviser can move from a client meeting to a proposed plan in under ten minutes. A later agentic layer works across an adviser's whole book rather than a single meeting, answering plain language questions about the client base such as which families hold no college savings arrangement or which clients are approaching a required minimum distribution age, then suggesting a next action the adviser completes in one click. Distribution runs through out of the box integrations, a programmatic interface and an interoperability protocol server that reaches client relationship, email, calendar and planning systems as well as the general purpose assistants an adviser already uses. Founded in 2022 and based in San Francisco, the company raised a $45 million round in January 2026 taking total funding to sixty five million, states more than five thousand financial firms use the platform, and names several large advisory and insurance groups among its enterprise customers.

Backstop sells an investment management platform to institutional allocators and the managers who raise from them. It is separately branded and separately purchasable inside ION Analytics, which acquired it in late 2021. The platform includes a research management system for fund evaluation, manager selection and due diligence, and a client relationship system built specifically for the institutional investment community rather than adapted from a general one. It also covers portfolio management and accounting and deal and pipeline management for private equity, along with investor relations and fundraising tools and an investor facing web portal. Its AI line is IntellX, which captures documents directly from the fund source and runs a classification engine over them to label each file type without human intervention. Machine learning adapts its organization to a client's own naming conventions. IntellX is aimed at the inbound document flow that reaches an asset owner's operations team as investor letters, capital account statements and manager reports. Named client wins span a large United Kingdom wealth manager, a London advisory firm running $3.5 billion, an Israeli venture fund of funds and a $6 billion United States private equity firm. Backstop is headquartered in Chicago with offices in New York and London.

YCharts sells an investment research and client engagement platform to registered investment advisers, broker dealers, banks, trust companies, turnkey asset management programs and asset managers, covering security and fund screening, charting and visualization, portfolio construction and analytics, proposal generation, client reporting and marketing content, with a separate tier for self directed investors. In June 2026 the company launched Y, an agentic assistant included in every subscription and stated to be built on Anthropic's Claude, which accepts plain language instruction and executes work directly on the platform: building portfolios, running screens, producing reports and generating client ready content. Y can be given a whole project rather than a single question, runs on a schedule or continuously in the background monitoring market conditions and refreshing commentary, and the company states every output carries compliance guardrails and customizable disclosure language. A published interoperability protocol server lets a firm reach YCharts data from the general purpose assistants it already uses. In July 2026 the company acquired Zephyr from Informa, adding a separately managed account database of roughly twenty one thousand products, the PSN separate account research franchise and the long established StyleADVISOR manager research tools. Founded in 2009 and headquartered in Chicago, serving financial professionals across North America.

ABC Quant sells Risk Shell, a quantitative risk and portfolio construction platform for fund of funds managers, hedge fund investors, pension funds, family offices and investment consultants. The platform covers asset screening across more than five hundred and fifty thousand instruments, portfolio construction and optimization, stress testing and scenario analysis, returns based and holdings based style analysis, multi factor peer group analysis, private equity risk management, shadow accounting, client relationship management and document based due diligence tools. Its published model roster names non linear and global optimization engines and regularized factor regression methods, and the company states it tests proprietary models on its own investments before releasing them. Data arrives through a real time terminal feed and from five named hedge fund database vendors consolidated into one universe. In August 2025 the firm announced Risk Shell AI, adding a natural language interface across the existing engines, stated to run on a large language model the company built and trained itself using two decades of portfolio data, risk cases and client dialogues, released first to selected pilot clients under a controlled deployment. Founded in 2005 and based in Wilmington, Delaware, with offices and representatives in Canada, Australia, Switzerland, Japan and the United Kingdom.

Bipsync sells a research management system to institutional investment teams, positioned as the place where an investment firm's accumulated judgment lives rather than as an analytics engine. The platform ingests research automatically from email, documents and third party research providers, and organizes it across teams with optional model assisted tagging. Notes, memos, meeting records, diligence material and decisions sit in one searchable system of record with configurable workflows, permissions and compliance controls. In April 2025 the company launched a named suite of AI features aimed at extracting usable findings from a firm's own proprietary research rather than from public market data, an unusual orientation in this market. A February 2026 integration with Arch pulls private markets documents directly into the workspace, including quarterly reports, financial statements, capital calls and distributions, classified by fund, manager, asset class and effective date. Bipsync was founded in 2012 by a former hedge fund analyst and is headquartered in New York with engineering in Cardiff. The company states that clients represent over $4 trillion in combined assets and include fifteen of the twenty largest United States university endowments and six of the eight Ivy League endowments.

CENTRL sells diligence automation to both sides of the institutional manager selection relationship and to the banks that oversee their own counterparties. Four products sit on one platform. DD360 is the allocator facing due diligence system, carrying questionnaire construction from industry templates or proprietary uploads, a manager and fund database, a document repository, scoring methodologies, question level benchmarking, time series analytics and remediation tracking with severity indicators. Response360 faces the other way, helping asset managers answer incoming questionnaires and requests for proposal from a centralized answer library with automated verbatim matching. BNM360 serves securities services, global custody and depositary teams overseeing agent and correspondent banks. Vendor360 covers third party risk. Above all four sits an agentic layer the company calls CentrlX, built around curated workflows, prebuilt industry integrations and permissioning controls, alongside a generative assistant that pre populates answers, detects issues, answers natural language questions across manager records and assembles board ready reports in several document formats. Founded in 2015 and headquartered in Silicon Valley with offices in New York, the United Kingdom, India and Australia, the company states that its platform is used by some of the largest banks and investment management firms across the Americas, Europe and Asia Pacific.

MSCI is a New York provider of indexes, risk analytics, ESG research and private capital data to the global investment community. This profile covers its data and analytics business rather than its index administration arm. Its quantitative estate for factor and risk modeling is built on the Barra and RiskMetrics lineages. The generative product is MSCI AI Portfolio Insights, launched 2024 for institutional risk and portfolio managers at asset managers, hedge funds and asset owners. It layers generative text and natural language interaction over those risk and factor models so a user can ask plain language questions about drivers of risk or issuer sentiment and receive portfolio specific narrative summaries, rather than navigating dropdowns or writing code. Alongside the assistant it runs automated anomaly detection, trend analysis and limits monitoring across portfolios, and is designed to surface the most material changes in a risk report before the working day begins. Delivery is through managed extraction and loading into a cloud data warehouse, with results reachable through Snowflake integrated data models, the MSCI Connector, curated dashboards, direct warehouse access, or a client's own tooling and assistant environments.

Morningstar is a Chicago investment research and data company founded in 1984. This profile covers its data, research and advisor software business, not Morningstar DBRS, its separately branded credit rating arm. Its flagship professional platform is Direct Advisory Suite, launched January 2025 on the Direct Platform and drawing on Morningstar Data and Analytics, combining investment research and screening, portfolio construction and analysis, the Morningstar Portfolio Risk Score, and compliance ready client proposal generation. More than 180,000 advisors use the platform. In March 2026 the company embedded an AI assistant across the suite, replacing its earlier Mo chatbot: it is composed of multiple agents, is voice enabled through the web without a separate application, and carries context from client setup through portfolio analysis to a finished proposal so an advisor can work by natural language request rather than moving between modules. It is also reachable from other assistants the advisor already uses through Morningstar's own interoperability protocol connections. The rollout began in beta with roughly 4,000 advisors and is staged through 2026 across the United States and Canada. The wider group also owns PitchBook, Morningstar Sustainalytics, Morningstar Indexes, Morningstar Retirement and Morningstar Wealth.

Brightwave is a New York AI research platform for investment professionals, founded by engineers from artificial intelligence and financial data infrastructure backgrounds. Its systems synthesise analysis across a corpus of hundreds of millions of documents including securities filings, earnings call transcripts, sell side research, breaking news, market data, expert network calls, investment memos and a customer's own internal knowledge base content, then distil the findings into written narratives structured the way an analyst would write them rather than returning a ranked list of passages. Users can also question primary sources directly. Buyers span the buy side, from owner operated registered investment advisers to crossover hedge funds, with a customer base reported at over $120 billion of assets under management, and wealth management firms use it to prepare client facing market commentary. Funding totals $21 million across a seed round in June 2024 led by Decibel Partners with Point72 Ventures, and a $15 million Series A in October 2024 led by Decibel with OMERS Ventures.

FundCount is an integrated accounting, investment analysis and reporting platform used by hedge funds, private equity firms, family offices, fund administrators and asset managers, and bought principally by fund accountants, financial controllers and chief financial officers. Its argument is consolidation: capital accounts, allocations, the general ledger, data feeds, reporting and the investor portal on one platform rather than an accounting tool, an investment tool and a waterfall in a spreadsheet reconciled between them. Partnership accounting, portfolio accounting and a general ledger sit underneath, with investor facing statements generated from the same ledger that runs the fund. Market data and positions are aggregated automatically from named providers including Bloomberg and Refinitiv and from named custodians and brokers including Interactive Brokers, Pershing, Marex and Morgan Stanley, with pre built importers handling source specific formats such as a daily file transfer drop or an equities feed and reconciling them to the books. The AI line has two named pieces. AI Document Intelligence extracts a wide set of data points from capital account statements, capital call and distribution notices, tax schedules and co investment financial statements into a standardized format, using what the company describes as a modern large language model with verification processes, and it argues explicitly that this differs from older machine learning and optical character recognition because it copes with watermarked files, changing statement formats and unstable element positioning in compound documents such as a combined call and distribution notice. Extracted data appears on a dashboard for review by the accounting team or the client in real time, feeds directly into FundCount or another accounting system, and the original document remains one click away from within any report. A second piece, the FundCount AI Assistant, is offered to help teams operate the platform, build reports and turn documents into data. The company publishes a starting annual price for its private equity product, with transformation and hosting charged separately.

BlackRock Aladdin is the technology arm of the world's largest asset manager, and this profile covers the product rather than the parent. Aladdin is described in the company's own securities filings as a proprietary end to end software as a service platform for investment and risk management, sold on a fee basis to a growing number of institutional and retail investors alongside its internal use, with Aladdin Risk for risk reporting, investment accounting capabilities, and Aladdin Provider connecting asset servicers into the platform their asset manager and asset owner clients already run. eFront, acquired in 2019, is the alternatives half, sold both standalone and as part of an integrated whole portfolio view that puts public and private asset classes on one platform, with eFront Insight for due diligence, manager selection and portfolio monitoring, eFront Provider for asset servicers, and Preqin data embedded inside Insight following that acquisition. The inference line is two named and separately branded generative products. Aladdin Copilot is positioned as connective tissue across the platform, answering questions and surfacing information to support business decisions inside the Aladdin environment, built in partnership with Microsoft, with a stated roadmap covering faster user onboarding, report generation, research summarization and proactive alerting. eFront Copilot, launched in 2023 and available inside eFront Insight, applies generative models to private markets investment data and analysis for users from analyst to chief investment officer. The company states that eFront Copilot runs on an Aladdin isolated instance of a named cloud hosted model service over a secured connection, with all personal information filtered out before it reaches the model. The company describes automation, machine learning and natural language processing as long standing parts of the eFront technology stack rather than a recent addition.

Addepar is a New York headquartered data and portfolio intelligence platform for investment professionals, founded in 2009 and serving more than 1,400 firms across nearly 60 countries who manage and advise on close to $9 trillion of assets, of which over 40 percent sits in alternatives. Buyers span registered investment advisers, multi family offices, single family offices, private banks, institutions, asset owners, allocators and fund managers, with named clients including Morgan Stanley, AllianceBernstein and the Geneva multi family office Lobnek Wealth Management. The platform unifies multi custodial data, illiquid alternatives and complex legal entity structures into a single portfolio view, and layers analysis, reporting, financial planning, projection through Navigator, and a trading capability launched in late 2024 that replaced the rebalancing technology acquired with AdvisorPeak. The open platform integrates with roughly 650 software, data and consulting partners. Offices run through New York, Salt Lake City, London, Edinburgh, Geneva, Dubai, Pune and Sao Paulo, with about 250 staff across Europe and the Middle East, against annual research spending stated at over $150 million. The AI line has three shipped parts. Addison, launched in March 2026 and available to firms that opt in, is a native experience embedded in the platform that answers natural language questions about performance drivers, exposures and liquidity, understands portfolio structure, alternatives complexity and firm specific entitlements, and returns outputs the company describes as permission aware and traceable, tied directly to the underlying records. Alts Data Management applies machine learning with human verification to extract and normalize private markets data. Intelligent Statements converts unstructured financial statements into review ready files. The company states that Addison originated in research aimed at building a proprietary large language model trained on its own accumulated historical data, and it acquired the workflow automation startup Arcus in May 2025 and folded that capability in. Announced next steps are proactive insight delivery with market aware context and cited sources, plus agentic workflows across data operations, analytics, forecasting and reporting.

Intapp is a Palo Alto based, publicly listed vertical software company selling to private capital, investment banking and advisory, real assets, accounting, consulting and legal firms, trading on the Nasdaq exchange under the ticker INTA and operating as Integration Appliance, Inc. The financial services footprint is broken out in fine detail. Ten private capital sub segments are published separately: private equity, venture capital, private credit and leveraged finance, hedge funds, growth equity, fund of funds, multi strategy, family offices, private wealth and limited partners. Investment banking has placement agents as a named sub market, and real assets split across equity investors, credit investors and lenders, developers and limited partners. The product portfolio spans DealCloud for relationship management, deal pipeline, business development, fundraising and investor relations; a compliance line covering Conflicts, Intake, Terms, Walls and Employee Compliance that handles deal conflicts of interest, code of conduct and code of ethics management, anti money laundering checks, ethical walls and insider list enforcement; Time and Billstream for timekeeping and billing; and Collaboration and Workspaces over Microsoft 365. The AI line is Celeste, described as agentic firm level AI. It is built on configurable playbooks that encode a firm's methods, reusable skills such as searches and calculations, and connectors that let each skill act on live data. A context engine holding the firm's own terminology grounds it, along with curated knowledge hubs that preserve existing access controls. Celeste is deliberately model agnostic: administrators choose between Anthropic Claude models hosted on Amazon Bedrock and OpenAI models hosted on Azure, with automatic failover across providers and availability zones. It surfaces its playbooks outward as governed skills through the Model Context Protocol, carrying the firm's ethical walls and permissions with them. An earlier layer, Applied AI and Intapp Assist for DealCloud, supplies relationship signals, target recommendations, natural language querying of firm data and generated outreach, with third party market data from named providers embedded in the workflow. Named client work includes the private equity firm Paine Schwartz Partners, with $6.5 billion under management, and the advisory firm FMI Capital Advisors. DealCloud has been voted a deal origination award for credit in both United States and European industry awards.

FactSet is a Norwalk based financial data and analytics platform serving more than 8,200 institutional clients and over 218,000 users across the buy side, the sell side, wealth management, private equity and corporates. Its generative layer is shipped rather than announced. FactSet Mercury is a large language model based knowledge agent giving a single conversational interface over company fundamentals, pricing and regulatory data. Pitch Creator builds pitchbooks for investment bankers, with semantic search across news, earnings call transcripts and regulatory filings, chart generation in more than twenty formats, branded slide assembly, a tombstone generator and a library of prebuilt models, all wired into Microsoft Office so output moves into spreadsheets and presentations directly. Conversational API exposes the same agent for embedding inside a client's own technology stack, and GenAI Data Packages consolidate the feeds needed to power a client's own workflows. Cobalt AI Doc Ingest handles document extraction for general partner monitoring. The enterprise generative platform runs on a named data infrastructure partner with models customized per task. The company publishes a detailed governance and security policy for the generative layer covering architecture, data sources, retention, isolation and model hosting, and every generated response carries in context source linking back to the underlying data for verification and lineage.

Windsor, Connecticut. Nasdaq listed financial technology and outsourcing group, described in its own automation materials as a $25 billion enterprise, whose core businesses are fund administration, transfer agency, portfolio accounting and asset and wealth management software, alongside insurance and healthcare administration. Its automation and AI arm is SS&C Blue Prism, acquired in 2022 and founded in 2001, which sells agentic automation into banking, insurance, asset management and more than 70 other industries. The current platform is WorkHQ, an agentic workflow platform evolved from the intelligent automation product, working alongside Chorus for orchestration with human in the loop steps and the SS&C AI Gateway, an enterprise AI governance platform providing a secure generative AI gateway, audit trails, guardrails, business rules, role based access control, real time risk notifications and private language model chat. On top of these sit SS&C Agent Solutions, custom and templated agents including a Credit Agreement Processing agent with built in governance, accuracy evaluators and downstream system integration for straight through processing. The company positions itself as its own first customer, stating that every agent is developed, tested and deployed inside SS&C operations before release, with more than 3,571 active agents, over $200 million of savings and around 7 billion tokens a month. Named users include State Street, Invesco, Banorte, ABANCA, Banco Supervielle and Spain's Ministry of Justice. Recognized as a leader in the Gartner Magic Quadrant for robotic process automation in 2025 and in Everest Group's PEAK Matrix for intelligent process automation platforms.

Paris headquartered, Euronext Paris listed asset management and credit technology group founded in 1998 by Anvaraly Jiva, with roughly 1,300 staff in 20 offices serving over 700 clients across 50 countries and 2023 revenue of about 228 million euros. Three buyer groups, each with its own product line: asset managers (portfolio management, order management and trading, investment compliance, risk, fund accounting, transfer agency), asset servicers (fund administration, net asset value oversight, cash monitoring, workflow), and lenders and lessors (automotive finance, commercial lending through Capitalstream, consumer finance, equipment and asset finance through Ekip360, syndicated lending). Alongside the software sit outsourced middle and back office services, business process outsourcing for lenders, and a cybersecurity service for investment firms. Its AI position was assembled by acquisition rather than built: DreamQuark, a French AI engine developer founded in 2014 whose next best action decision models served banking, insurance and wealth advisors and whose earlier customers included NatWest, was bought in April 2024; nRoad, a Boston and Pune specialist in automated unstructured financial data processing, was bought in April 2025 along with its agent technology and CONVUS platform. Those capabilities feed three named AI lines: operational risk intelligence, unstructured data processing, and generative AI for fund managers. The flagship is the Cognitive Investment Data Management Service for private capital, which pairs AI extraction of credit agreements, performance reports and deal room documents with review by Linedata analysts and is sold with a stated 100 percent accuracy service level agreement. Lending carries its own modules, a Digital Assistant suggesting next actions from prior user behavior and a Sales Advisor, both live at clients including the Moroccan credit firm SOFAC.

Broadridge Financial Solutions is a New York headquartered financial technology group listed on the New York Stock Exchange and a constituent of the S&P 500, with more than fourteen thousand staff across twenty one countries. Its technology and operations platforms process and generate over seven billion investor communications a year and underpin daily average trading of more than $10 trillion of tokenized and traditional securities globally, spanning capital markets post trade processing, wealth management platforms, investor communications and governance, and a distributed ledger repo platform that processed $7.2 trillion in a single month during 2026. It also runs a managed services and business process outsourcing operation that runs clients' operations end to end. In May 2026 the company announced that its agentic capabilities, described as software that autonomously analyses, prioritizes and resolves operational exceptions without constant human instruction, were live in production across capital markets and wealth management workflows, having been refined through live deployments inside its own outsourcing operation across more than forty clients since 2024. They are offered either as a full managed service or as a standalone deployment of the agentic platform into a firm's own infrastructure, with up to thirty percent first day operational cost reduction claimed, and rest on what the company describes as a completed financial services data ontology. Its corporate bond trading venue, LTX, carries BondGPT, a generative application answering bond questions from curated data and analytical models, which gained agentic capabilities in June 2026 allowing traders to create agents that monitor market conditions and take defined workflow actions including generating alerts, creating trade tickets, selecting dealers, launching requests for quote and accepting prices to execute automatically. Published guardrails on those agents are human in the loop approvals, policy driven limits on trade size and scope, explainability before every action and full auditability of every action. LTX reports more than forty liquidity providers and over one hundred buy side institutions, with Goldman Sachs, J.P. Morgan and TD Securities named among participants, and operates through Broadridge Business Process Outsourcing as its broker dealer. Other named artificial intelligence moves include a strategic investment in DeepSee to embed agentic capability into post trade operations and an extended infrastructure agreement with Kyndryl.

Prometeia is an Italian consulting, software and economic research group founded in Bologna in 1974 by a group of university economists, now employing over a thousand professionals and serving more than four hundred customers across twenty countries, including banks, insurers, institutional investors, corporates and public institutions. It operates from Bologna, Milan and Rome with international offices in London, Frankfurt, Zurich, Vienna, Istanbul and Cairo. Its flagship platform, the ERMAS suite, supports enterprise risk management for chief risk officer, chief financial officer and treasury functions, covering asset and liability management, interest rate risk in the banking book, liquidity risk, balance sheet simulation, future portfolio evaluation and regulatory calculation, and is used by more than two hundred institutions. A separate wealth and asset management line serves advisory and private banking. Most of that estate is quantitative and econometric rather than learned, and the artificial intelligence work sits beside it as a distinct and growing practice. It includes the Prometeia Model Journey, an environment in which behavioral and machine learning models can be built, validated and deployed inside a governance framework, with the option to customize the firm's quantitative libraries or write internal methodologies in Python; a published model validation framework for AI based models organized around data, methodology, process and governance and mapped to conceptual soundness, model performance and model usage; a generative tool that automates assessment of a bank's credit risk models by ingesting regulatory and internal documentation and comparing methodological frameworks, risk parameters and judgmental decisions against applicable guidelines, with a chatbot for deeper inquiry; synthetic transaction generation at individual account level for fraud detection, stress testing and customer analytics; and TULIP, a large language model built on open source frameworks and trained on external and synthetic financial data for Turkish language financial services, deployable on the bank's own premises. The group also contains Prometeia Advisor SIM, an authorized Italian investment firm providing financial advisory. Independent recognition includes a Risk.net award for bank asset and liability management system of the year and repeated inclusion in an annual global wealth technology hundred list.

Needl.ai is a private enterprise AI platform for financial markets, founded in 2019 by Vikram Srinivasan and Kuntal Shah, with engineering in Bengaluru, India and a US entity, Needl Inc., registered in San Francisco. It positions itself as a context layer rather than a model builder, running inside a customer's own environment and answering questions from that firm's own material: email, drives, wikis, virtual data rooms, CRM records, subscribed research and internal notes, alongside filings, news and roughly 20,000 monitored external sources. Four product capabilities are sold: knowledge management with cited answers, report automation covering filing summaries and credit memos, market intelligence with ranked and routed alerts, and a causal intelligence layer that models the drivers behind market moves rather than scoring them. Eight named workflows sit on top, among them automated due diligence with a cited investment committee memo, credit rating report generation, compliance event monitoring across regulators, a relationship manager copilot checked against mandate and suitability, financial modeling populated from filings, analyst note generation, real time trading intelligence and portfolio monitoring. Buyers span private equity and private credit, asset management, banking and capital markets, wealth management and private banking, and credit rating agencies. Named customers include GrayArch Partners, Scotia Wealth Management, Oaklane Capital Management and MSquared, with unnamed deployments described at a large consultancy, a major ratings agency, a credit agency running $750 million of assets and a trading desk running $10 billion. The company reports roughly 45 staff and holds seven patents on its retrieval and reasoning engine. Its disclosure is detailed for a firm of its size. It names five foundation model families as interchangeable commodity infrastructure and supports customers bringing their own model. It names eleven source systems it connects to and enumerates ISO 27001, SOC 2 Type II and CASA with a Google CASA assessment. It states that it never trains shared models on customer data, and it cites a placement on the S and P AI Benchmarks Long-document QA leaderboard run by Kensho. Set against that, its marketing carries a headline claim of no hallucination and accuracy figures quoted as high as 100 percent and above, which is not a figure that can exist.

Terminal X, built by Project Pluto Inc, is an agentic research platform for institutional investors, founded in New York in August 2022 by chief executive Hyun Hong, who spent a decade in mergers and acquisitions, private equity and portfolio management, and chief technology officer Kibum Kim, previously more than ten years at Google as a tech lead across Chrome, Search and the TensorFlow team. Its argument is that general purpose assistants fail investment work because they know nothing about a firm's own thesis, risk limits, investment committee preferences, trusted data vendors or memo conventions. The platform therefore indexes a firm's proprietary material alongside public sources, parsing Excel models at cell level, emails, past deal memos and subscribed research into sentence level retrieval, and combining that with more than a hundred million external sources including filings, earnings transcripts, investor presentations, financial supplements, broker research and news. It supports memo writing, due diligence, thesis validation and portfolio monitoring, and separately publishes data interfaces for market intelligence and event narratives. Its architecture is deliberately model agnostic: a query is decomposed into hundreds of discrete micro steps, each evaluated in milliseconds for the nature of the task, the reasoning required and the quality against latency tradeoff, then routed to whichever frontier model is performing best for that input across the GPT, Claude and Gemini families, with new models added as they launch and prompts hand tuned by former bankers and hedge fund managers. Buyers span hedge funds, private equity and buyout funds, asset managers, family offices, venture firms, sovereign wealth funds, pension funds, securities firms and corporate finance teams across the United States, Japan and Korea. It raised a Series A including DG Daiwa Ventures, the joint venture between Digital Garage and Daiwa Securities Group.

Hudson Labs, founded in 2019 in Toronto and formerly called Bedrock AI, builds finance specific language models for institutional equity research. Its founders are Kris Bennatti, a chartered accountant and financial data scientist published by the Harvard Law School Forum on Corporate Governance, and Suhas Pai, who wrote a book on designing large language model applications. The original product was systematic forensic risk analysis, reading the unstructured text of regulatory filings to surface accounting and governance concerns that standard screens miss, and in September 2025 the company launched the Co-Analyst, a research platform producing source verified summaries, guidance identification, multi document comparison and auto generated investment memos. The company frames its pitch against general purpose assistants, arguing they fail precisely where institutional investors need reliability most, on multi document analysis, guidance identification and numeric precision, and describes its own approach as proprietary retrieval, custom models, source selection, noise suppression and in house pipelines. It states the launch followed beta testing with hedge funds, asset managers and family offices representing over $1 trillion of assets under management, with early results showing research time cut by more than half, and it serves asset managers, insurers and securities law firms. A high yield bond analyzer is in development. Investors include Y Combinator, FoundersX Ventures, Born Capital, Zillionize, Brighter Capital and Immad Akhund, and named partners include Wolfpack Research and Enhancing Capital.

Quartr structures the first party material public companies publish about themselves, live earnings calls, real time transcripts, conference and capital markets day audio, filings and slide presentations, and sells it in two forms: Quartr Pro, a research platform where investment professionals query across company materials with every answer linked back to the original source, and Quartr API, a data feed that other research platforms and artificial intelligence systems build on. Coverage runs to more than 13,000 public companies across over 65 markets, with a single interface carrying consistent identifiers across audio, transcripts, filings and slides, and entity structuring across companies, events, people, products, topics and reported metrics linked over time. The company describes itself as infrastructure for company research rather than as an analysis product, and its stated argument is that investor relations material was the primary input to qualitative research and had never been made queryable at scale. Headquartered in Stockholm with offices in New York and Dublin and led by co founder and chief executive Oscar Kuntzel, it states that more than 700 financial institutions and technology companies use its products, including hedge funds, asset managers, equity researchers and investor relations teams, and it also runs a free consumer mobile app carrying the same event material. It reports triple digit growth and net revenue retention of roughly 120 percent. Funding has come in successive rounds from Altos Ventures, which led an $18 million round in 2026 and is now the largest shareholder, alongside the Nordic bank SEB, Ohman and Yanno Capital.

AlphaSense is a market intelligence and AI research platform used by investment banks, hedge funds, private equity firms, asset managers, consultancies and corporate strategy teams. It combines licensed content, including broker research, filings, event transcripts and more than 300,000 Tegus expert call transcripts, with a firm's own documents, and runs generative search, Deep Research and workflow agents across it. SuperAnalyst, launched in October 2026, is an agent that plans research and produces memos, models and decks with every figure tied to a source. Founded in 2011 by Jack Kokko and based in New York, AlphaSense says about 8,000 organizations use it, and its annual recurring revenue passed $600 million in early 2026. It raised $350 million at a $7.5 billion valuation in June 2026. Its trust center carries SOC 2 Type 2 and ISO/IEC 27001:2022 reports, and it says no model is trained on customer content.

Ammonite AI is a United Kingdom company selling Planbot, a report drafting tool for financial advice firms, launched in February 2026. Its co founders Rob Harradine, who is also chief commercial officer, and Caroline Duff are both former Chartered financial advisers with around thirty years of combined experience in wealth management, and previously built and sold their own advice business, with Duff also working as a paraplanner. Planbot converts an advice firm's existing manually populated templates into model driven documents, ingesting fact finds, meeting transcripts, pension policy documents, portfolio valuations, statements and fee schedules and populating the firm's own template in seconds. It is aimed specifically at suitability reports and annual reviews, the two documents that create the largest drafting backlog in a paraplanning team. The firm keeps control of the template and can change it on an ongoing basis without vendor involvement, and exported documents retain the firm's own layout, tone, voice and branding. The company reports that users have more than halved the time taken to produce a suitability report. Simpson Wood, an advice firm using the tool to clear an annual review backlog, is named publicly with its head of client servicing describing faster turnaround to clients. The founders position the product explicitly as assistive rather than autonomous, stating publicly that the model can make mistakes and that a human check is required at the end of the process to confirm the output remains compliant and suitable.

PlannerPal is a United Kingdom workflow platform for financial advisers, paraplanners and support staff, led by chief executive and co founder Mark Whitcroft. It records face to face, Microsoft Teams and Zoom client meetings without requiring a meeting bot, produces transcripts, and generates seven document types in the individual adviser's and firm's own style, including meeting notes, client emails, proposals, review letters, advice letters and suitability reports, with citations intended to evidence data completeness. A customer relationship management updater proposes record changes back to the adviser's back office rather than writing them silently, and generated notes are cross checked against live data held in the connected system. In January 2026 it added a pre meeting preparation pack that assembles a firm defined client briefing from portfolio valuations, tax and allowance summaries, progress against goals, actions and communications since the previous meeting, compliance status and a personalized agenda, drawing on records, prior notes, uploaded documents and valuation statements. The company positions this as addressing preparation rather than the post meeting administration that most competing tools target. Integration with intelliflo is direct and listed in that vendor's partner directory, and the models are described as trained specifically for the United Kingdom advice market so that product names and industry terminology are handled correctly. Reported usage covers more than three hundred and fifty firms, with average administration and post meeting time down fifteen to twenty percent.

FE fundinfo is a London headquartered investment data and technology group serving asset managers, financial advisers, institutional wealth managers, private banks and platforms across the United Kingdom, Europe and Asia Pacific. Its estate spans fund data mastering and dissemination, regulatory document and template production covering the packaged retail investment, undertakings for collective investment, sustainability disclosure and United Kingdom consumer composite investment regimes, fund research through FE Analytics, cashflow and financial planning through FE CashCalc, pension switching and platform due diligence, managed portfolio data, and the Trustnet investor site, alongside group brands including Dericon in Germany and Chant West and Zenith in Australia. Its artificial intelligence line is Nexus AI, launched in October 2025 and built on technology from the acquisition of Lunar AI, described by the company as an enablement layer inside the existing Nexus platform rather than a separate product. For advisers it provides a meeting agent that joins and transcribes client meetings, smart data capture that extracts client details and prompts the adviser to review changes before writing them into a CashCalc fact find, template driven reporting that turns transcripts into client recaps and next step documents, a conversational interface, and search across the group's datasets. For asset managers it provides Document Inspector, which checks documentation automatically against more than six hundred United Kingdom consumer composite investment rules ahead of the regulator's 2027 deadline, plus risk notifications and an onboarding assistant. The company states that no client data is used to train third party or public models and that processing takes place within its own infrastructure. The group includes an authorized investment firm subsidiary that publishes prudential and order execution disclosures.

Automwrite is a United Kingdom platform that drafts regulated advice documentation for financial advice firms, positioned as an operating system for advisers rather than a single tool. A meeting bot joins video calls on the major conferencing platforms or a phone application records in person meetings, transcription and extraction populate a client profile, uploaded documents and handwritten notes are parsed and checked for missing data and conflicts, and the platform then drafts follow up emails and full suitability reports in the firm's own template and voice, delivered to the client for electronic signature. Compliance gated checks run before a report is written to confirm the required information is present. The company was founded by Logan Gibson with co founder Wesley Gibson, built by a diploma qualified financial adviser alongside an engineering team, and ships native applications on both mobile platforms alongside the web product. Named users quoted on its own site with individual names and titles include the chief executive of My Pension Expert, the group head of GSB Wealth, a senior adviser at Purpose FP, the practice owner of Blithe House Financial Management and a director of Matthew Douglas. The product is sold on a self serve basis with a public pricing page, a three day free trial and self onboarding. Its distinguishing disclosure is a dated public artificial intelligence transparency page naming every third party model provider it relies on, the processing activity each performs and the country in which that processing occurs, together with a stated position that those providers are not permitted to use customer data to train their models.

Crealogix has built digital banking software in Zurich since 1996, starting with Switzerland's first online banking service for Credit Suisse. Banks, private banks, wealth managers and development banks run client portals, mobile apps and adviser tools on its Digital Hub, a cloud platform that sits above their core systems. The company has grown to more than 380 digital experts. Crealogix Conversational AI is its AI product: a chat and voice assistant for bank customers that works in more than 15 languages, Arabic among them, and learns from the conversations it handles. The other products are a funding portal for development banks, a lending origination hub and a server for the Electronic Banking Internet Communication Standard (EBICS), the European standard for exchanging payment files between banks and their business clients. Customers include LGT, Killik & Co, St. Galler Kantonalbank, Deutsche Kreditbank, Raisin, Helaba and seven German development banks, among them WIBank. Vencora, an operating group of Constellation Software, bought Crealogix in February 2024 and took it off the SIX Swiss Exchange that November. It runs as its own brand under interim chief executive Sue Sampson Laws.

Wealth Dynamix is a London client lifecycle management specialist founded in 2012, selling to private banks, wealth managers and asset managers from offices in the United Kingdom, France, Switzerland and Singapore. It ships two products: WDX1, an enterprise platform built on Microsoft Dynamics 365 and Azure for large private banks and the wealth divisions of global institutions, and CLMi, a cloud service for mid size discretionary fund and investment managers. WDX1 covers prospect engagement, digital onboarding with know your customer and compliance checks, and ongoing client servicing, deployable standalone or combined and on premises or in the cloud, and integrates with more than 40 external systems including DocuSign, Unblu and LSEG. Its AI features include a persona builder, prospect to adviser matching, predictive analytics, sentiment analysis and automated risk screening. Wealth Dynamix names clients including Rothschild, Charles Stanley, Mirabaud and CA Indosuez, states more than $750 billion of client assets on the platform, and names ISO 27001 and SOC 2 credentials. It is wholly owned by CA Indosuez, the wealth arm of Crédit Agricole, which is also its largest client.

IntellectAI is the wealth management and insurance business unit of Intellect Design Arena, a Chennai headquartered financial technology company listed in India with three decades of history, more than 325 customers worldwide and four business lines spanning consumer banking, transaction banking, this unit and commerce technology. Its wealth platform, WealthForce.ai, covers the full lifecycle from client acquisition and onboarding through portfolio construction, advisory, execution, custody connectivity and post trade servicing, and is built on the company's eMACH.ai architecture, described as event driven, microservices based, interface led, cloud native, headless and with embedded models. The model layer is a named platform of its own, Purple Fabric, which draws on a three layer structure combining public market data, the institution's own product and compliance rules, and private client information. The company states that every recommendation carries explainability showing its reasoning, its data sources and a confidence level, with advisers retaining control of client interactions. Capabilities are offered multi currency, multi asset, multi region, multi tenant and multilingual. The platform was launched into Asian markets and extended to the Middle East, and Intellect Design Arena was named a notable vendor in an independent Q2 2026 landscape assessment of digital wealth management platforms, cited for agentic automation, compliance monitoring and portfolio analytics. Named clients include CIMB Thai Bank.

FNZ runs an end to end wealth management platform for banks, wealth managers, insurers and asset managers, combining technology with investment operations inside regulated firms of its own. Clients use it for advice, onboarding, portfolio management, custody, trading and reporting, and FNZ says it carries over US$2.5 trillion in assets for nearly 30 million people. Santander, Vanguard, Aviva and Colonial First State are among the named clients. Its AI sits in a data platform and an adviser suite. The Aggregated Data Warehouse combines anonymized data from all clients and underpins FNZ's AI powered productivity suite, which includes Advice AI for personalized client interaction. A five year partnership with Microsoft, announced on July 28, 2025, puts Azure AI Foundry and Azure OpenAI models at the center of the platform and Microsoft Fabric under its analytics. FNZ's investors include La Caisse, Generation Investment Management, the Canada Pension Plan Investment Board, Motive Partners and Temasek.

Objectway is a Milan headquartered wealth, banking and asset management software provider founded in 1990 by Luigi Marciano, serving more than 200 wealth managers, banks, asset managers, fund managers, insurers and outsourcers across more than 15 countries. It reports over 800 professionals working from Italy, the United Kingdom, Belgium, Germany, Switzerland and Ireland, support for roughly 100,000 investment professionals managing more than one trillion pounds in assets, and consolidated revenue above 100 million euros. The Objectway Platform runs front to back office in one component based architecture with open interfaces, delivered as software as a service or as fully outsourced business process operations, including from its own private cloud data centers. Its model layer is embedded in the advisory process rather than sold as a separate product, with named engines including an intelligent optimizer that generates a suitable and appropriate investment proposal in one step against a client's knowledge, experience, horizon, objectives and constraints, alongside automated recommendations and next best action across the offering. The private equity firm Cinven has invested in the company, and in July 2026 Objectway entered exclusive negotiations to acquire the French capital markets software specialist SLIB from BNP Paribas and Natixis, with completion expected by the end of 2026. Named clients include novobanco, Credem, KBC Securities Services and Kinsted Wealth.

Temenos sells core banking, digital banking, payments, wealth and financial crime software to more than 950 banks, which run it on premises, in their own cloud or as software as a service on the Temenos Banking Cloud. Founded in 1993 and listed on the SIX Swiss Exchange, it is headquartered in Geneva. Its AI sits inside those products. The Financial Crime Mitigation (FCM) AI Agent evaluates low risk sanctions screening alerts automatically and explains each decision in plain language, Copilot for Core helps staff serve customers, Copilot for Workbench writes code extensions that experts approve, and AI Studio lets a bank build, validate, deploy and monitor its own models, with ready model families for retail credit scoring, wealth next best product and sanctions screening. Hamilton Reserve Bank moved to fully digital onboarding on Temenos Digital, cutting account opening from five days to 20 minutes.

Avaloq sells a front to back banking platform to private banks, wealth managers, investment managers, and retail and digital banks. One system runs client management, portfolio and investment management, trading, payments, lending and digital channels, delivered as cloud software as a service or installed on premises. More than 170 clients in 35 countries run on it, with USD 5.1 trillion of assets on Avaloq software. Avaloq also runs the back office for clients through its Banking Operations service, from six service centers in four countries, and that is where its main shipped AI sits: a corporate actions agent that reads SWIFT messages and long prospectuses, turns them into structured data for the core system and helps prepare client notifications in several languages. A prebuilt integration with Aladdin Wealth by BlackRock and an ecosystem of more than 200 vetted fintechs extend the platform. Founded in Zurich in 1985 as BZ Informatik, an IT subsidiary of BZ Bank, Avaloq has been part of Japan's NEC Group since 2020 and is led by group chief executive Martin Greweldinger. Clients include LGT, RBC Wealth Management, BT Panorama and Emirates Investment Bank.

InvestCloud is a wealth technology platform founded in 2010, covering front, middle and back office for wealth managers, asset managers, banks and advisers, majority owned by Motive Partners and Clearlake Capital since a 2021 recapitalization and led by chairman and chief executive Jeff Yabuki. Its products include APL, a managed account engine running across millions of accounts and trillions in assets, the PM+ and Altic private markets products, an adviser and client engagement suite and a wealth data platform with a unified data model. Its first model based products shipped in August 2025: Intelligent Screening, which automates client onboarding due diligence and ongoing risk monitoring on technology from smartKYC, and Intelligent Meeting, which automates meeting preparation, note taking and follow up on technology from Zocks. A May 2026 partnership integrates InvestCloud's Advisor Workspace and Client Experience capabilities, including agentic features, with FIS core wealth platforms through FIS Code Connect. InvestCloud names clients including Wells Fargo and Singlife and states that its clients represent more than 40 percent of global assets.

Backbase sells an engagement platform that sits above a bank's existing core, payments, cards, risk and customer relationship systems rather than replacing them. In April 2026 it relaunched the platform as an AI native Banking OS with four layers: Nexus, a shared record of every customer, account, product and case; an orchestration layer for journeys, cases and agent workflows; Sentinel, an authority layer that checks every action by a customer, employee or agent against bank policy before it runs; and an intelligence layer that learns from resolved cases and human overrides. Kasisto's agentic platform joined in June 2026, and Conversational Banking, generally available since October 2026, lets customers ask in chat or voice to block a card, check a payment or move a service request, with agents acting inside the bank's permissions and handing exceptions to staff. Banks can run the platform on premises, in their own cloud or on Backbase's managed hosting on Microsoft Azure. More than 120 banks use it, including Navy Federal Credit Union and I&M Bank. Backbase is led by its founder, Jouk Pleiter, with headquarters in Amsterdam and Atlanta.

Luthor reviews regulated marketing before it goes live and describes itself as an artificial intelligence native compliance firm rather than a pure software vendor. Teams upload content or connect their channels, and proprietary large language models trained on regulatory data check every claim against federal, state and international rules alongside the firm's own policies and approved sources, flagging unapproved guarantees, missing disclosures and legally risky statements. Coverage spans the Securities and Exchange Commission marketing rule, Financial Industry Regulatory Authority advertising rules, Federal Trade Commission standards, the prohibition on unfair, deceptive or abusive acts and practices, Regulation Z, state rules and mortgage licensing requirements. Everything lands in one place for review, approval and audit. The distinguishing element is the second tier: on demand access to former securities regulators, examiners and compliance officers who validate complex cases, so the model handles volume and named human experts handle judgment. Scanning runs across websites, emails and social content in real time and is designed to sit inside existing marketing workflows rather than as a separate application to remember to open. A published trust center states independent auditing with regular penetration testing, 256 bit encryption at rest, current transport layer security in transit, data privacy controls and portability, and immutable record retention for regulatory archival. Luthor was founded in 2024 by Glenn and John Espinosa, went through Y Combinator, and is live with financial services firms, mortgage lenders, banks, credit unions, marketing agencies and venture firms whose assets under management the company states exceed $850 billion.

daappa sells private markets accounting, administration and data infrastructure to fund administrators and to managers running their own operations. The platform comes in two layers that can be bought separately. Core is the investment accounting and transaction engine, covering partnership, corporate, trust, fund of funds and special purpose vehicle structures with an automated general ledger supporting both major accounting standards, plus investor servicing, relationship management and capital account statements. Studio+ is the data and intelligence layer above it, designed to sit over an existing fund administration arrangement rather than replace it, and combines an artificial intelligence extraction engine with a governed data hub, portfolio analytics, look through reporting, net asset value oversight and an investor portal. The extraction engine is described as a three stage design using computer vision and generative models, parallel model validation, confidence scoring on every extracted field and managed human validation for outputs that score low, with a stated accuracy of about ninety nine percent. A separate managed service provides human validation, extraction and enrichment as an operated offering. The company describes strength in Luxembourg, the United Kingdom and the Middle East, and builds its net asset value oversight against named local regulatory expectations.

AlternativeSoft sells fund research, screening and portfolio construction analytics to the institutions that allocate to alternatives. The platform screens across a stated five hundred thousand funds drawn from more than ten named data providers, calculates over four thousand risk adjusted statistics, and supports peer group benchmarking, factor and style analysis, performance attribution, mean variance and risk parity optimization, Monte Carlo simulation, stress testing, private equity performance measurement and automated investment committee reporting. Its artificial intelligence line sits on top of that engine and does three things: it reads a manager's fund documents and pre populates due diligence questionnaire responses for the manager's team to review and finalize, it flags regulatory, financial crime and governance concerns in those responses before they reach an investment committee, and it generates factsheets, investor reports and pitch books on demand. The company also ships an interoperability protocol server so that an allocator can query its own fund data in whichever assistant the team already uses, with a choice of hosted or local deployment. Trading since 2005, headquartered in London with a Chicago office, it states more than a hundred and fifty institutional clients managing over $1.5 trillion, naming Aberdeen Asset Management, AllianceBernstein, BNP Paribas, Bessemer Trust, Raiffeisen Capital Management, Lyxor, Lumyna Investments and Unigestion among them, and it sells to fund managers as well as allocators, including a marketplace listing that puts managers in front of its allocator base.

Dynamo Software sells a cloud platform that runs the investor, deal and accounting work of alternative investment firms. General partners in private equity, venture capital, private credit, real estate and infrastructure use it, along with hedge funds, limited partners and the fund administrators and placement agents who serve them. One data model holds the CRM and deal pipeline, fundraising, investor relations and the investor portal, portfolio monitoring and valuation, research management and a general ledger for fund accounting. Dynamo also runs its own fund administration service on the platform. DynamoAI, part of the v3.0 release announced in October 2025, adds five agents. They file and tag documents, pull figures from PPMs, LPAs and capital call notices, draft memos and reports, answer questions in plain language and support manager due diligence. Its FAQ names OpenAI and Anthropic as model providers and says client data does not train their models. Each answer carries a confidence score, and AI features stay off until a client turns them on. Firms can also connect their own AI tools through MCP. The ISO/IEC 27001 certificate is public in its trust center, while the SOC 2 Type 2 report needs an access request. The Cynosure Group cut capital call turnaround from four days to two after moving its administration to Dynamo. Dynamo states more than 1,000 clients with over $10T in assets. No price is published. Founded in 1998 as Netage Solutions, it is based in Watertown, Massachusetts. Francisco Partners and Blackstone are its majority shareholders. It bought InvestHub, a Paris investor onboarding platform, in May 2026.

Arch sells a private markets administration platform to family offices, registered investment advisers, individual investors, institutional allocators, accountants and service providers. It gathers capital account statements, investor letters, capital calls, tax documents and other records from funds and direct holdings into one standardized place. It then extracts the data, automates workflows and tasks, and writes AI summaries of investor letters and long documents. Arch says it holds $539 billion of private market assets for more than 650 allocators, including four of the 20 largest global banks and eight of the 20 largest accounting firms. Its privacy policy says client data is hosted in the United States and is not given to third party AI providers for training. MUFG Innovation Partners and Franklin Templeton joined its Series B in 2026. Arch Labs, Inc. is based in New York.

Chronograph sells portfolio monitoring, valuation, analytics and reporting software to private capital investors on both sides of the fund relationship. Chronograph LP gives limited partners such as pension plans, sovereign wealth funds, insurers, endowments, foundations and family offices a view across their funds and portfolio companies. Chronograph GP automates data collection, analytics, valuation and reporting for general partners. Its AI features add semantic search over a client's data, using Anthropic's Claude through a private connection, with connectors for Claude and Perplexity. A data warehousing product delivers client data into Snowflake. Named clients include Carlyle, which captured more than seven million data points from its portfolio, TA Associates, Summit Partners and Sixth Street Growth. Chronograph runs on AWS and offers downloadable SOC 1 and SOC 2 Type I reports and a penetration test report through its trust center. It is based in Brooklyn, New York, with offices in San Francisco and London.

Canoe automates the collection, extraction and delivery of alternative investment data for wealth managers, institutional investors, family offices, capital allocators and asset servicers. Canoe Connect retrieves capital calls, distribution notices, statements and tax documents from general partner portals and inboxes. Canoe Intelligence extracts the figures with models trained only on alternative investment documents, and data flows to downstream systems by API or custom formats. Canoe says it supports more than $11 trillion in assets, has ingested over 44,000 funds and processes more than 1.6 million documents a month. Named clients include Blackstone, Cambridge Associates, Hamilton Lane and Prime Buchholz, and Align Impact and Hermes GPE each report cutting alternatives work by 75 percent. It integrates with Addepar, Tamarac, Black Diamond and Orion. Bloomberg has completed its acquisition of Canoe. Canoe holds an annual SOC 2 Type II audit and says portfolio information never leaves its firewalls.

BlueOnion sells responsible investing intelligence and fund selection tools to asset owners, to wealth managers and intermediaries such as banks, external asset managers and consultants, and to asset managers. Its Fund Hub screens and compares more than 300,000 funds and ETFs and 40,000 companies on ESG, temperature alignment and qualitative measures. It draws on 250 ESG metrics from 30,000 sources and on Morningstar Sustainalytics data. Gatekeeper Tools digitize due diligence, requests for proposal and document management for fund selectors, and a reporting portal produces fund factsheets and sustainability reports. The platform adds AI driven insights and carbon management, and BlueOnion references the Hong Kong code of conduct for ESG ratings and data product providers. BlueOnion is based in Hong Kong, with offices in Singapore, Taipei, Kuala Lumpur, Sydney and London.

Clarum builds AI agents for private equity and venture capital firms. The agents turn a firm's own deal memos, diligence materials, partner notes and returns into models the firm can query, and they handle due diligence, portfolio monitoring, fund reporting and investor communications. Clarum says questions that used to take days now get answers in seconds, and it is working with a founding cohort of general and limited partners it doesn't name. It holds SOC 2 Type II, has its defenses tested by Oneleet and lets customers choose where their data is stored. Clarum, Inc. is based in San Francisco.

bondIT sells AI fixed income software for portfolio construction, credit analytics and trading to insurers, wealth managers, financial institutions, asset owners and asset managers. FRONTIER builds, optimizes and rebalances bond portfolios against client constraints. SCORABLE uses explainable machine learning on more than 250 variables a day to predict rating changes for over 3,000 issuers a year ahead, and EMBEDDED puts the tools inside partners' platforms through an API. BNY Pershing's BondWise, launched in 2023 on bondIT's technology, serves more than 150 broker dealer and adviser firms that have executed several billion dollars in trades. bondIT also names Ampega Asset Management, MEAG and Sarson Strover as clients and says its clients manage over $500 billion. Advisers and managers review proposals and execute through click to trade or bid wanted lists.

Otomo sells what it calls self driving finance as a service to retail financial institutions, credit unions, fintechs and consumer brands, embedding an automated money management experience inside the institution's own app through a software development kit, an interface and modules for mobile and web, or delivering it white labeled. The consumer sets financial outcomes such as building a rainy day fund, saving for a first home or paying down debt, and the platform then acts on income as it arrives according to those rules, while a curated feed anticipates what the person is likely to want next and an ongoing balance tells them what is safe to spend. Alongside the automation it presents offers and discounts from third parties, which is how the institution earns a share of non interest income from the arrangement. The company began as a direct to consumer application and moved to selling through institutions after interest from that side, and its stated positioning is that a bank should anticipate a member's needs the way a streaming service anticipates taste rather than pushing products at them.

ARTBnk, now trading as ARTDAI, sells art market data, valuation and collection tools to insurers, lenders, banks, family offices, corporate collections, appraisers, advisers, dealers, auction houses and marketplaces. Its products include the ArtQ and AuctionQ auction databases, a collection data management system, the ARTDAI Chat research assistant, enterprise APIs and Real Time Valuation, which uses four proprietary mark to market models. It covers more than 30 million auction records and over a million artists and makers, and publishes more than 350 market indexes that it says are verified on Bloomberg and LSEG. It names Bank of America, Emigrant Bank, Chubb, Aon, Marsh and Berkley One among its partners and customers, alongside Sotheby's, Christie's and Phillips. ARTDAI says it is ISO 27001 certified and offers dedicated enterprise environments. ARTBnk, Inc. has offices in New York and Newmarket, New Hampshire.

IVM Markets sells structured product idea generation and optimization to the distribution side of the equity derivatives market, meaning brokers, private banks, asset managers, wealth advisers and insurance companies rather than the banks that issue the products. The platform curates thematic stock and index baskets from an expressed investment view, then generates and evaluates thousands of product variations across underlyings, maturities, protection levels and autocall features, using market data and machine learning to reflect issuer appetite so a distributor can see indicative pricing before requesting a quote. Optimized selections pass into multi issuer platforms and marketplaces for auction and execution, several of which are also customers. The founders are former structured products bankers from Merrill Lynch, Royal Bank of Scotland and Deutsche Bank, and their stated thesis is that a handful of issuing banks control and homogenise product content, so moving design upstream to the distributor produces structures better matched to what an end client actually wants.

Blue Fire AI sells Emmalyn, a proprietary neuro symbolic AI framework for active investment decisions, to large asset managers and other financial institutions. Institutions either employ Emmalyn to manage their assets as a fully AI native active asset manager or lease parts of its research to improve their own investment decisions. The company positions neuro symbolic AI against generative approaches, saying it favors precision and accuracy, and cites eight years of research and development, Mandarin language research published at AAAI and EACL, and several industry awards. It names no client, partner or performance figure, and its website disclaimer says the content is not investment advice.

Cohesion sells a team of monitoring agents to fundamental equity investors, tracking the companies an analyst covers across earnings calls, investor presentations, regulatory filings, news, podcasts and social feeds, filtering out noise and reporting the developments that bear on an existing investment thesis. The pitch is aimed at the manual half of an analyst's week, the hours spent querying platforms and reading through sources that older research systems do not capture at all, and the company positions the product as an agentic teammate rather than a search tool. It was founded in 2026 in New York by three people whose backgrounds sit either side of the problem, a hedge fund analyst covering software, an engineer from a cloud provider's security organization, and a builder of investor facing artificial intelligence at a large asset manager. It reports being live with more than ten long and short and long only fundamental equity funds managing a combined $10 billion or more, and offers a free trial in which a prospective fund submits a list of tickers ahead of earnings season.

Aiera tracks corporate and economic events for asset managers, hedge funds, investment banks and research publishers. It turns earnings calls and other events into live transcripts, summaries and searchable research. An AI research assistant answers questions across broker research, Third Bridge expert insights, transcripts, filings and news, with every source attributed. Firms use it through dashboards and a mobile app, or pull its content into their own tools through enterprise interfaces and a model context protocol server. Its content also appears inside research platforms such as BlueMatrix and in Claude for Financial Services. Aiera states its human reviewed transcripts are 99.9 percent accurate. A consortium of research providers backs the company, including Bank of America, Citi and UBS. Ken Sena is chief executive and cofounder.

FinGoal sells transaction data enrichment and personalization tools to banks, credit unions and fintechs in the United States. It cleans and categorizes account holders' transactions and tags them with behavioral personas using private AI models. It then turns that data into next best action offers and campaign audiences for the institution's marketing team. Its Insights API handles enrichment and tagging, and its Link Money API provides account aggregation and verification across more than 17,000 financial institutions, both with public developer documentation. Its case studies involve partners such as Yodlee and Prisma Campaigns, and FinGoal says it has a SOC 2 Type II certification. Named customers include Alltru Credit Union, which converted 1,000 targeted members into nearly 200 new accounts, as well as Credit Union of Colorado, Mauch Chunk Trust and Neighborhood Trust Financial Partners.

Capsa AI sells an AI operating system to private equity firms and other private capital investors. It sources and screens targets and automates diligence tasks such as reviewing NDAs, purchase agreements and covenants and building trading comparables. It also produces quarterly portfolio reports and lets teams build custom workflows for investment committee materials and search. It connects to FactSet, PitchBook, DealCloud, SharePoint and Outlook among more than 15 data sources, links every output to its source, and builds up a firm's institutional knowledge across deals. Capsa says it has a SOC 2 Type II report, keeps each client's data in a segregated environment with regional residency in the EU, US and Switzerland, and never trains models on client data. Named users include Hannover Finanz, Quadriga Capital and Capital D. Capsa raised an $18 million Series A and has offices in London and New York.

Kruncher sells private market intelligence to venture capital and private equity firms, multi family offices and secondaries investors. It builds a single, continuously updated record for each company from a fund's documents, emails, data rooms, call transcripts and premium data, resolves contradictions, and scores companies against the fund's own thesis. Specialized agents handle research, screening, diligence, monitoring, outreach, investment committee preparation and portfolio reporting. It connects to Affinity, DealCloud, Attio and Pipedrive, draws on Preqin and PitchBook, offers a public API and an MCP server for Claude, and prices by module and analysis volume rather than seats. Each customer gets an isolated tenant, data is never used to train models, and the platform can run in the customer's own private cloud on AWS, Azure or Google Cloud. Kruncher says it is ISO 27001 and SOC 2 Type 2 certified. Named customers include QAI Ventures, which cut memo work from three days to two hours, along with Marvin VC, 1982 Ventures and Blacksheep Ventures. Kruncher lists its address in New York.

Finster AI sells a research and agent platform to investment banks, asset managers and private credit teams. Explorer answers open ended analyst questions across filings, research, data and uploaded documents, with citations that open the exact sentence or table cell behind a figure. Tasks run multi step workflows in the background on a schedule or a trigger, such as a new earnings transcript. PowerPoint Automation builds client and committee decks, company primers, strip profiles and CIMs in a firm's own templates, and the Finster Dashboard shows what has changed across each covered company. Finster's engine powers FactSet AI for Banking, which FactSet launched in alpha in March 2026 alongside an investment in Finster. UBS Investment Bank made a strategic investment in August 2026 as part of Finster's Series B. Data comes from FactSet, PitchBook through its Premium Connector, Preqin and MT Newswires, on top of a proprietary pipeline of more than a million documents on over 8,000 companies with deep EMEA and APAC coverage. Finster offers single tenant and containerized private cloud deployments in US and European regions, supports bring your own language model, commits in its terms never to train on customer data and states SOC 2 Type II compliance. Sid Jayakumar founded Finster in 2023 after seven years of AI research at Google DeepMind. FinTech Collective led its Series A in 2025, and the company is headquartered in London and expanding in New York.

AlphaBitCore sells an AI control plane that lets regulated firms govern their AI models, agents, tools and workflows in production. It enforces policy at runtime, routes actions to role based approval queues, and keeps sealed execution records that compliance and audit teams can replay to see exactly what a workflow did. For investment and wealth firms it adds a workbench of 23 agents, 95 workflows, 78 skills and 12 models for research, portfolio, advisory and compliance work, mapped to FINRA's 2026 oversight report and to the SEC's books and records rule. It deploys in a customer's own VPC or on premise, and its Nexus AI Gateway is free and open source. Paid tiers are sold by annual subscription, license or usage credits. Design partners include a credit ratings agency, a financial data provider, a wealth platform and a turnkey asset management program, none of them named. The founders come from Morningstar, IBM Research, RBC Capital Markets and TD Securities.

ForwardLane sells Signal Studio, a decision intelligence platform that turns a firm's own data into signals, natural language answers and next best actions, each with a full audit trail. In financial services it serves wealth managers, asset managers and their distribution teams, banks and insurers. It also sells to private markets, real estate, energy and government clients. Advisers can ask questions such as which clients are overweight in tech with upcoming life events, and distribution teams get alerts on adviser moves and money in motion. The platform processes data inside the customer's own warehouse, such as Snowflake, Databricks or BigQuery. It runs on Azure, AWS, Google Cloud, on premise or bare metal, supports bring your own key and language model, and embeds in Salesforce. Plans start at $295 per user a month and fall to $195 at enterprise volumes. ForwardLane says it holds SOC 2 Type II, has served $3.4 trillion in assets and has been in production for eight years.

Acin sells operational risk data and AI tools to large banks and other financial institutions. It gathers an institution's risk controls into one structured, digitized library, uses its own AI to assess, rewrite and remove duplicate controls, and maps controls to regulations for traceability. Its network works on a give to get model. Institutions benchmark their controls against the Acin Index, built from industry data, to see where they match peers, differ or have gaps. Acin says the network holds more than a trillion risk and control data connections. Barclays, BNP Paribas, Citi, J.P. Morgan, Lloyds Banking Group and Fitch are named as clients and strategic investors. Cube, a regulatory technology company, has acquired Acin. It is based in London.

Farseer sells an AI monitoring and decision support platform to banks, listed companies and government bodies, mainly in Hong Kong and mainland China. It tracks news, social media and regulatory updates from more than a million sources in over 75 languages, with native English and Chinese analysis. It covers three areas: reputation management, market insights and public governance. Risk Radar sends real time sentiment and anomaly alerts by email, WhatsApp, WeChat or the Farseer app. Rapid Decisions uses generative AI to write communications, market insight and issue analysis reports, which Farseer says cuts reporting time by 80 percent. Dashboards and APIs connect to a client's own systems. Named clients include HSBC Hong Kong, for brand sentiment monitoring, and Xiaomi Group, for monthly investor relations reports. Farseer is based in Hong Kong with offices in Singapore and Chengdu.

ibl.ai sells an AI agent platform that institutions run themselves, in their own cloud, on premise or fully air gapped, with the full code licensed perpetually to the customer. For banks, broker dealers, asset managers and wealth firms it offers agents for compliance monitoring, risk analysis, KYC and anti money laundering checks, fraud detection, client advisory, portfolio analysis, onboarding and trading operations. The platform works with Claude, GPT, Gemini, Copilot, Amazon Bedrock, NVIDIA and open source models, chosen and switched by the customer. It connects to core systems such as FIS, Fiserv, SS&C, Jack Henry and Broadridge, CRMs such as Salesforce Financial Cloud, Redtail and Wealthbox, and data from Bloomberg, Refinitiv and FactSet. It stresses documented models, version control, independent validation and audit trails for model risk reviews, and says it is SOC 2 Type II compliant. Enterprise pilots start at $15,000. ibl.ai serves more than 400 organizations across education, government, healthcare and finance, though it names no financial institution. It is family owned and based in New York.

BlueFlame AI sells an AI agent for private markets deal work, and it has been a Datasite company since 2025. Private equity firms, investment banks, private credit lenders and corporate development teams are the core buyers. Its agent, Amp, takes a multi step request and works it through. It screens a CIM, reviews a data room, drafts an investment committee memo or builds a buyer list. Analysts and associates reach it in the web and mobile apps, by email from Outlook, in an Excel add in, or inside a Datasite data room. More than 40 prebuilt finance skills come with it, and a firm can add its own. Since 15 October 2026, BlueFlame also runs inside Grata Intelligence, a Datasite workspace that adds Grata's private company data. Connections reach CRMs such as DealCloud and Salesforce, and market data from FactSet, S&P Capital IQ and Preqin. Custom connections over MCP bring in a firm's own systems. It runs on Amazon Web Services with each client's data held apart, and it states SOC 2 Type II. A public subprocessor list names its model providers, OpenAI, Anthropic and Google among them. Cinctive Capital, Siguler Guff and Anchorage Capital Partners are named clients. No price is published.

Personetics sells an AI platform that turns bank transaction data into personalized guidance for customers and insight for bankers. Its Cognitive Engine enriches transactions and reads spending, cash flow, goals and financial relationships. Engage Suite puts insights, trackers and savings journeys into digital banking. Banking Console, launched in September 2026, gives relationship managers a daily ranked list of customers inside Salesforce. Bank teams build their own insights without code. The platform reaches 150 million banking customers a month at hundreds of banks in more than 30 markets. Named banks include BMO, Scotiabank, Huntington, KeyBank, Akbank and UOB. BMO opened more than 20,000 new deposit accounts in the first quarter after launch. Since June 2026 it has been embedded in Fiserv Experience Digital, where every bank and credit union gets the Essentials tier at no cost. It also ships on Q2, with Plaid and Atomic as partners. The SaaS runs on Microsoft Azure, with a private environment for each bank.

HyperNorm AI sells an AI decision platform to registered investment advisers, wealth managers, fund managers and fintech platforms. It ranks which client portfolios need attention and maps market events, earnings surprises and central bank moves to each client's holdings in plain language. It then suggests actions filtered through each client's risk profile and mandate, with scenario analysis. It also turns client meetings into tasks and portfolio actions and tracks progress toward clients' goals. HyperNorm says it has enriched more than 70 million events, reaches 65 percent directional accuracy on stock and fund price predictions and lets advisers handle four times as many clients. Its privacy policy says data is stored on AWS. HyperNorm AI was founded in 2024 and has offices in Bengaluru and Wilmington, Delaware.

Hazel is an AI platform for wealth management firms, offered by the custodian Altruist and sold to advisers wherever they custody. It captures and summarizes meetings, drafts follow ups, builds client profiles from custodial records, emails and life events, and answers questions across a firm's data. Its tax and financial planning agents read tax returns, pay stubs and statements and produce plans in minutes. Hazel publishes per seat prices: $60 a month for the platform, $160 with the Tax Planning Agent and $300 with the Financial Planning Agent. It says AI providers delete data after each request and are contractually barred from training on it, stores all data in the United States, and holds SOC 2 Type II. Hazel says more than 1,000 firms and 1,500 advisers use it, including Ritholtz, Pando Wealth, Domain Money and Root Financial. It is based in Culver City, California.

Linvest21 builds AlphaCopilot, an investment platform run by specialized agents including equity analysts, portfolio managers and virtual chief investment officers, sold to investment institutions and aimed at giving medium and smaller asset managers capability previously affordable only to the largest firms. It covers the chain end to end, from idea generation and research through portfolio construction, risk management and performance analysis to customized client communications, and a 2025 addition delivers real-time global macroeconomic analysis in fifteen structured sections for chief investment officers and research leads. The company describes a human in the loop architecture in which the models recommend and people decide, and reports hundreds of billions of dollars in assets under its platform's supervision. Its founder spent 22 years at a major asset manager, latterly as chief technology officer of its global investment platform, and holds six financial technology and applied AI patents.

Bridgewise sells AI investment research and advice tools to stock exchanges, banks, brokerages, trading and CFD platforms, asset managers and wealth advisers, who embed them for their own customers. Its products rate and analyze stocks, funds, bonds and other assets across more than 90 percent of global securities. They include Bridget, a chat assistant that answers investment questions, and pAI, a wealth agent. Bloomberg reported in 2024 that Israel had cleared Bridget to give buy and sell advice. In a Bridgewise case study, Rakuten Securities generated 1.2 billion yen in new revenue in the five months after adding StockWise analysis in Japanese. Other named partners include Japan Exchange Group, B3, IBI Investment House, Alpaca and ING. Bridgewise has acquired the US sentiment analytics firm Context Analytics.

Pactio sells cloud software that private equity investors and their advisers use to close deals. It keeps sources and uses, capitalization tables, expenses and wiring schedules in sync, generates structure charts and flags errors as the team works, replacing the spreadsheets and email chains a closing usually runs on. Every change is recorded in an audit trail, and a time machine feature restores earlier versions of the data. Pactio describes institutional grade security, controlled access and encryption. Pactio raised a $14 million Series A led by EQT Ventures in April 2024, when it said the platform builds AI into deal creation and closing workflows. Its current homepage describes automation and error detection without describing AI.

WealthAi sells an AI operating system to wealth managers, advisory practices, family offices, external asset managers and private banks. Specialist agents cover front, middle and back office work, from research, meeting preparation and onboarding to KYC, suitability reviews, market abuse reporting and custodian management, alongside a unified client file and meeting intelligence. The platform routes each workflow between AI models and fixed logic according to its risk, requires human review and records every decision in an audit log. It runs on Azure in the UK South region and keeps client data out of shared model training. A marketplace adds data and tools from Morningstar, MT Newswires, Flanks, Bridgewise and others. Basic costs 250 pounds per user a month, and Enterprise is quoted for ten or more users. Named clients include Mediobanca, Patronus Partners, Saranac Partners and Affinity Wealth. WealthAi is based in London.

Flybits sells contextual AI that banks and card issuers use to personalize digital experiences and, more recently, to run agentic commerce inside their own apps. It turns data from a bank's systems and outside sources into signals that decide which offer or experience each customer sees. Its agentic commerce product lets a customer shop through a conversation in the bank's app, confirming the item, total, tax and delivery before paying, and runs under Mastercard Agent Pay and Visa Intelligent Commerce rules. With Rogers Bank and Mastercard it launched what the partners describe as a benchmark for consumer controlled agentic commerce in Canada. Flybits also names ATB Financial and cites a 27 percent conversion increase from its Intent Match solution. It holds SOC 2 Type II, ISO 27001 and PCI Data Security Standard Level 1 audits and tokenizes customer identifiers at the edge. It is based in Toronto.

Centauri AI turns the documents investment teams handle, such as credit agreements, PDFs, Word files and pitchbooks, into structured data. Its DataCube platform serves front office deal teams, middle office risk and portfolio teams, and back office operations at credit funds, insurers and other investment firms. Every extracted value carries a citation to its source, low confidence outputs are flagged for human review, and a full audit trail is kept. Results go to data warehouses, APIs and files. Firms can use it as cloud software, in a single tenant environment, or inside their own AWS or Azure cloud. The company also sells developer tools for managing coding agents. Centauri AI quotes a credit fund managing director and an insurance allocator's investment manager without naming their firms, and states more than 99 percent validated accuracy on high value workflows. It holds SOC 2 Type II and is backed by Y Combinator.

Ignosis turns consented bank, GST and tax data into lending, collections and customer insight for Indian financial institutions. Banks, digital lenders, insurers and wealth managers use it to verify income, underwrite consumers and small businesses, and target collections. It fetches data in real time across several account aggregators under India's consent framework, then produces bank statement analytics, small business underwriting signals, spend analysis and collection priorities, with voice AI agents for customer calls. It also connects lenders to the ONDC and OCEN credit networks. Ignosis states more than 150 clients and names results such as a 15 percent reduction in bad loans at L&T Finance and 25 percent larger loans at KISSHT. It displays ISO 27001 and SOC 2 and keeps all data in India. Ignosi Systems Private Limited is based in Ahmedabad.

Artian builds multi agent AI for financial institutions. Banks and other financial services firms use it to build, deploy and supervise agents that handle operational work in areas such as capital markets, wealth management and operations. An agent builder lets staff create agents in plain language, workflow agents run structured or dynamic plans, and an execution platform lets agents collaborate through what Artian calls a multi agent exchange. An agent registry gives oversight of deployed agents, and Artian says humans supervise the agents and that deployments follow the customer's software development lifecycle. Artian names no customers, citing a US top 10 bank and a global top 10 bank. It is based in New York.

Pocketnest sells a white label financial wellness app to credit unions, banks, employee wellness programs, benefit providers and wealth advisers. Members and staff work through short coaching journeys across ten areas of personal finance, personalized with AI and shown under the institution's own brand. It is aimed at millennials and Generation X. The app can sit inside an institution's mobile banking app or run on its own. Pocketnest names Community Financial as an integration partner and lists Lumin Digital and CU*Answers as coming soon. It pitches institutions on member engagement, data analytics and cross sell revenue. In October 2025 Reseda Group, the service organization of MSU Federal Credit Union, and Maps Credit Union bought Pocketnest. It is based in Detroit, Michigan.

Ultramarin builds AI forecast models for global equity markets and sells their output to professional investors in Germany. Investors can buy it as active ETFs, including AI Enhanced Eurozone Equities and AI Enhanced US Equities, as public funds such as AI Global Opportunities, AI Navigator and the WWK KI Alpha funds, or as specialty funds and structured products built for an institution. Ultrascope gives API access to its AI equity research on more than 2,000 companies worldwide. The models combine fundamental and behavioral data, and a proprietary Fast and Slow model, inspired by Daniel Kahneman's dual process theory, steers tactical equity allocation. Ultramarin Capital GmbH in Munich is supervised by BaFin and the Deutsche Bundesbank. The company has offices in Berlin, Munich and Frankfurt am Main and is based in Berlin.

Xaver sells an AI sales and advice platform to banks, insurers and distributors of life insurance, pensions and investment products, with the stated aim of closing Europe's pension gap. Its Xaver One system orchestrates more than ten commercial and open source language models fine tuned for financial services. Institutions can run round the clock digital advisers on voice, chat, WhatsApp, email, mobile and web, or give their human advisers an AI assistant that handles admin and supports consultations. Xaver claims sales efficiency gains of up to 65 percent. Its asset management arm, Xaver Asset Management, has a BaFin license under the German Investment Firm Act and supplies white label pension products, including an early start plan for children, private pensions, a Riester successor and the pan European personal pension product. The insurer die Bayerische is a named customer. Xaver Group GmbH is based in Cologne.

Vinlivt sells software to German insurance brokers and financial advisers that finds sales opportunities in their existing client base. With a client's consent it links bank accounts, recognizes the insurance, loan and investment contracts the client already holds, and flags gaps, duplicates and underinsurance for the adviser. Advisers also get a portfolio dashboard called Bestandsradar, digital broker mandates, a client messenger, household budget tracking and an optional investment depot through its partner Evergreen. A free plan is permanent, and the Plus plan costs 49 euros a month net with AI contract recognition and multibanking included. Data is hosted in Frankfurt am Main. Named customers include Fonds Finanz, Netfonds, VB Select and Covago. Vinlivt GmbH is based in Munich.

InfrasAI, formerly iLife Technologies, sells AI agents that build and maintain the systems insurance carriers and distributors run on. Carriers use it to extract rules and data from legacy sources, map forms and business logic, build workflows, test them and migrate off old systems. Six agents pull data from sources such as COBOL, EDI, XML and PDF files, interpret rules, map them, build live workflows, generate tests and take change requests in plain English. Deterministic guardrails govern every output, and people edit and approve before anything goes live. Each customer gets a single tenant private cloud, and InfrasAI says customer data never trains its models. InfrasAI names Guardian and Transamerica among its customers and says it runs in production in all 50 states. It holds SOC 2 Type 2 and prices on outcomes rather than usage. InfrasAI Inc. is based in Sunnyvale, California.

Sherpas sells AI agents that do the analytical work behind financial advice for wealth management firms. Intake pulls and structures client data from any document. Paraplanner drafts a narrative financial plan with observations, risks and strategies, and Portfolio Analyst prepares investment proposals matched to a client's goals and risk profile. Sherpas says advisers stay in control and that the agents learn each adviser's voice. It claims a 95 percent cut in time to advice, from 8 to 10 hours to about 20 minutes per client, without naming a customer. The platform runs on Fly.io in Equinix data centers, and a SOC 2 Type 2 report is in progress. Sherpas raised a $3.2 million seed round in February 2026. The company's legal name is Sherpas Wealth Technology, Inc.

Sympera sells AI agents to banks for their commercial and small business relationship managers. The agents combine a bank's own transaction and client data with public information to predict what clients will need and rank the pipeline by likelihood to convert. They then suggest which clients to call, which products to offer and how to handle objections. The platform runs as containers inside the bank's own private cloud on AWS or Azure, so processing stays in the bank's environment. It uses fine tuned open source language models, large and small, rather than a proprietary model. Sympera says more than 400 bankers use its agents, without naming a bank. Sympera raised a $10 million seed round from Nyca Partners and Viola Ventures in March 2025. It is based in New York.

Focal is an AI assistant for financial advisers in the United States and Canada. Before a client meeting it builds an agenda and client overview from the calendar, CRM and past notes. It joins the meeting with a visible bot, then writes the notes, tasks and follow up email and updates the CRM. Summaries and tasks sync into CRMs such as Wealthbox, Redtail and Salesforce, and a browser agent fills more than 400 fields in Conquest planning software. Enterprise plans add agents for data entry, onboarding and form filling. Coaching built with Shaping Wealth scores how each adviser runs a meeting. Focal runs on Microsoft Azure, stores no meeting audio or video and does not train models on client data. Pro costs $100 per adviser a month, billed annually, with a 14 day trial. State Bank of Southern Utah and Woodgate Financial are named customers. OmniClient Inc. does business as Focal.

SESAMm sells ESG, reputational, supplier and KYC risk intelligence to private equity firms, asset managers, banks, insurers and compliance teams. Its AI reads more than 30 billion documents from over 4 million public and premium sources in more than 100 languages, and flags controversies and risks on more than 5 million public and private companies. Customers use it to screen companies before investing or onboarding and to monitor portfolios and suppliers, through a hosted dashboard, alerts and integration into their own workflow tools. It has added AI agents to its product line. Its methodology page says its Controversy Exposure Score is produced under the EU's ESG ratings regulation. Named customers include Carlyle, BNP Paribas, Allianz Commercial, Raiffeisen Bank International, Sustainable Fitch and Caisse d'Epargne Rhône Alpes. SESAMm is based in France.

InvestSuite sells white label investing software to banks, brokers, wealth managers and other financial institutions. Its products let an institution launch a robo advisor, an execution only investing platform, portfolio construction tools or narrative performance reports under its own brand. Its newest product, Charlie, is a conversational AI agent that takes a client through research and order execution, with compliance guardrails on every input and output, advice deflection and a confirmation step before an order. Charlie runs in the institution's own cloud with a choice of language models from Anthropic, Google, OpenAI or Mistral, and no client data is sent to InvestSuite. The robo advisor keeps every portfolio within the institution's investment policy and supports MiFID II onboarding. SpareBank 1 and Odeabank are named customers, and First Rate is integrating StoryTeller into its Core 2.0 platform. InvestSuite says it supplies software rather than regulatory services and that compliance stays with the licensed institution. It is based in Leuven, Belgium.

WNSTN sells an AI assistant and analytics layer that brokerages and other investing platforms embed in their own apps. The assistant answers client questions in real time and delivers research, analytics and charting across more than 70,000 assets, using data from partners including TipRanks, Benzinga and Acuity. WNSTN Connect gives the firm a live dashboard of what clients ask and how they behave. The platform deploys through an API or white label widgets, and a Compliance Officer agent checks conversations against rules from FINRA, the SEC, CySEC and MiFID II. In a case study of an unnamed US broker over about 12 months, WNSTN users made 2.3 times more trades than non users, and WNSTN credits itself with an 8.4 percent revenue contribution. Named customers include Benzinga, Prosperum Fintech Holdings and Meritz Securities in South Korea. WNSTN Inc. is a Delaware company.

FinTech Studios runs an AI intelligence engine that turns news, filings, regulatory updates and market data into cited research for financial professionals. Compliance teams, analysts, developers and AI agents use it through daily briefs, search and its RegLens regulatory product. Every insight carries an inline citation with the publisher, date and link. Users reach it through the FTS Studio workspace, APIs and SDKs, an MCP server for tools such as Claude and ChatGPT, and connections to Salesforce, HubSpot and Slack. A free plan needs only a login, and Pro starts at $20 a month. FinTech Studios lists S&P Global, Citi, J.P. Morgan, PwC and MSCI among its clients and states SOC 2 Type II. FinTech Studios, Inc. is based in New York.

Continuum is an AI assistant for Canadian financial advisers. It captures client meetings without a bot joining the call, writes notes and next steps, and syncs them to the adviser's CRM. It builds client profiles from meetings, email and CRM data, answers questions from past conversations and suggests tasks, and its Pro plan adds branded client pages. Advisers review and approve every AI suggestion. It works across video calls, softphones and in person meetings on mobile. Advisers at iA, Manulife Wealth, Monarch Wealth and Sterling Mutuals use it. Plans start at C$79 per seat a month. Continuum holds SOC 2 Type II and states that data is stored in Canada. OnePlace Company Inc. operates it from Toronto.

Agent IQ sells Lynq, a digital relationship banking platform for community banks and credit unions in the United States and Canada. Account holders can pick their own banker and keep talking to that person across chat, messaging, video and phone, with AI handling routine questions. Lynq AI answers account holders from a knowledge base the institution approves through its Smart Control workflows, and Smart Assist gives staff an AI knowledge assistant. Conversations can be translated in real time. Agent IQ partners with Q2 and Narmi to bring Lynq to their digital banking customers. Park National Bank and BAC Community Bank are quoted as customers, and Agent IQ cites 60 percent adoption at account opening alongside Park National's quote. Each institution gets a dedicated in region instance on AWS or Google Cloud, and Agent IQ holds SOC 2 Type II. Agent IQ, Inc. is based in Austin.

Alkymi turns the documents that carry private markets data, such as capital calls, schedules of investments, loan agent notices and statements, into structured data. Asset allocators, private equity firms, alternative investment managers, wealth managers and limited partners use it to stop keying documents by hand. Its Data Inbox ingests and manages documents, including retrieval from investor portals, and Patterns automates the workflow for each document type. Alkymi Alts and Alkymi Private Credit package the platform for alternatives and loan operations. It connects to SimCorp Dimension, FINBOURNE and Snowflake, and runs language models through Azure OpenAI, Amazon Bedrock, Groq or a customer's own hosted model. Northwestern Mutual, Principal Asset Management, Strategic Investment Group and HESTA are named customers. Alkymi completes an annual SOC 2 Type 2 examination and can host customer data in the EU. It is based in New York.

Accelex automates the extraction of investment data from private markets fund documents for asset owners, allocators, institutional investors and the asset servicers acting for them. Private market investments arrive as unstructured capital account statements and fund reports rather than as feeds, so the platform first solves acquisition, connecting directly to investor portals, email attachments and file transfer to assemble a consolidated document flow, then applies proprietary machine learning to extract performance and transaction data at both fund and underlying asset level, including instrument level detail across the capital structure for private debt. Analytics and reporting sit on top, with a complete audit trail giving instant traceback to the source document. Clients represent more than $1.5 trillion invested across 13,000 funds and 4,000 managers. Founded by Franck Vialaron and Michael Aldridge, the company was acquired by Carta on 2 October 2025 and its technology now ships as Carta LP Portfolio Analytics, extending a platform that already served founders, general partners and more than 125,000 limited partners into limited partner portfolio analysis. Its Series A had been led by a major financial data provider that also embeds the technology.

smartKYC automates counterparty due diligence for private banks, corporate and investment banks, retail banks, wealth managers and multinational corporates through smartEYE for Banks and smartEYE for Corporates, using multilingual natural language processing that machine reads online media, registries, court records and watchlists in their native language rather than matching keywords. Its distinguishing method is identity level screening: every hit is scored for relevance using attributes such as age, nationality and company affiliation rather than name alone, which addresses the false positive problem that dominates adverse media work. Coverage spans onboarding, periodic refresh, perpetual monitoring, batch remediation and source of wealth analysis, and the platform can run on premise or in the cloud. InvestCloud has built smartKYC into its Intelligent Screening product for wealth managers.

TIFIN sells TIFIN.AI, a platform of AI agents for wealth managers, asset managers and insurers. The agents work for home office staff, advisers and end clients across operations, investments and growth, and a firm can start with one agent and add more. TIFIN.AI runs on top of a firm's existing CRM, custodial, portfolio accounting and market data systems. Agents work within the firm's permissions and wealth specific guardrails, are evaluated before release and leave audit trails. The group also runs TIFIN Give for tax intelligence, @Work for workplace to wealth programs, AMP for asset manager distribution, and Magnifi. TIFIN names AssetMark, Cetera, Janus Henderson, Hub International and Ares among its users and Morningstar, FactSet, Broadridge and SEI among its partners. It says one RIA aggregator cut onboarding from weeks to under a day of human input. TIFIN is based in Boulder, Colorado.

Axyon AI builds deep learning models that rank stocks, sectors, indices and futures by expected relative performance. Asset managers, hedge funds, wealth managers, private banks and family offices use its signals, model strategies and indices in their own investment process. It trains thousands of models for each investment universe on market, fundamental, macro and sentiment data from providers such as Morningstar, FactSet and LSEG. Every prediction is broken down into the factors that drove it, and backtests use point in time data with costs included. Axyon Foresight adds agents that turn an investment thesis into a basket of stocks under human supervision. Mediolanum Gestione Fondi, SMBC Global Investment & Consulting and AcomeA SGR are quoted as clients, and Axyon states about 500 basis points a year of alpha delivered. ING and UniCredit are among its investors. Axyon AI SRL is based in Modena, Italy.

Cense, a 2023 spinout of the on chain analytics firm Glassnode, gives banks the evidence they need to take on clients whose wealth came from digital assets. Detect identifies client crypto exposure, and Decode imports wallet, exchange, blockchain, fiat and client submitted data into one case, matches transfers, removes duplicates, resolves overlaps and validates balances, then enriches the result with counterparty intelligence, risk context and pricing to reconstruct where a client's value came from and which wallets they control. Output is structured, reviewable evidence for source of funds and source of wealth assessment under MiCA and the new Anti Money Laundering Authority regime, and Van Lanschot Kempen, Rabobank Investments and Arab Bank appear among its named users.

Flanks gathers a wealthy client's holdings from every bank, broker, custodian and alternative asset platform into one clean data set. Banks, family offices, external asset managers, pension providers and wealth technology firms use it to see a client's whole portfolio and report on it. Flanks Aggregate connects to more than 700 institutions through APIs, data feeds, statements and online banking sources, then standardizes and reconciles the data. Flanks Lume adds market data, and an AI Financial Analyst powered by Perplexity answers questions about portfolios. Reports, simulations and analytics sit on top. CaixaBank uses Flanks for its GlobalView private banking service, and Bankinter and Indexa are among its named clients. Flanks states 8.2 million portfolios processed each month and publishes a SOC 3 report alongside its SOC 2 Type II. Split Payments, S.L. trades as Flanks from Barcelona.

Onthos, formerly Theia Insights, sells AI that classifies companies by what they actually do. Asset managers, index and ETF providers, investment banks, hedge and quant funds and wealth platforms use it in place of static industry codes for research, portfolio construction and risk. Its tools cover industry classification for public and private companies, thematic factor models, Concept2Universe, which turns an investment thesis into a list of companies, and an infrastructure product that links a firm's own data into the same knowledge layer. Customers reach it through a platform, an API and an MCP connection for AI agents. Onthos names no customers on its site. Its privacy policy allows customer uploaded data to be used to train its AI unless the customer opts out. Theia Insights Ltd. trades as Onthos and is based in Cambridge, UK.

Cyndx has ceased operations. As of 3 October 2026, cyndx.com carries a notice from founder and chief executive Jim McVeigh saying the company is dissolving because the financing environment and market conditions did not let it scale. It adds that customers, partners and vendors have shown interest in acquiring parts of its technology, intellectual property and team. The notice gives no date and no detail on customer data access. Cyndx sold an AI deal origination platform to private equity and venture capital firms, corporate development teams and advisers. It mapped companies by what they actually do rather than by industry codes, and predicted which private companies were likely to raise capital. The profile below describes the platform as it was sold before the shutdown.

Revio Insight shows community and regional banks and credit unions where their customers are banking elsewhere and where deposits are leaving. It reads the institution's own core transaction data and flags retention risks and growth opportunities for marketers, lenders and relationship managers. Detection runs on deterministic rules, not AI. Each signal, such as outbound transfers to a competitor or stopped payroll deposits, stores the evidence that triggered it and gets a priority score. AI sits on top, writing digests, suggesting where to start and answering questions in plain English through an agent and an MCP server. It syncs audiences to HubSpot and runs as a skill inside Creatio. Sunwest Bank's president says the bank captured $50 million in commercial card volume with it. Revio holds SOC 2 Type II, runs its AI on AWS Bedrock without training on customer data, and keeps data in the United States. Revio Analytics, Inc. is based in Austin.

Performativ sells a cloud platform that runs a wealth manager's portfolio management, trading, reporting, compliance and client data in one place. Wealth managers, asset managers, family offices and private banks in Europe use it to replace a patchwork of older systems. AI agents work inside the same permissions, policy guardrails and audit logs as staff, so an agent cannot do anything a person in that role could not. Firms can build their own agents with its AgentKit. It connects to custodians such as Julius Bär, Nordea and UBS through standardized integrations and an open API. Performativ states more than 100 billion euros in client assets and 1,500 advisors on the platform, and names Valuedge, TOBA Advice and Roemer Kamp & Partners among its clients. It commits to keeping all data in the EU. Performativ ApS is based in Copenhagen.

Gain, formerly Gain.pro, sells private market intelligence to private equity investors, M&A advisers, corporate development teams and consultancies. It profiles private companies, investors, deals and advisers so dealmakers can find targets and map markets. Hundreds of researchers check the profiles that its automated collection assembles. On top sit AI search, market mapping, watchlists that surface opportunities on their own and an agent that turns data into next steps. It syncs with Salesforce and DealCloud and offers an Excel add in, API feeds and an MCP connection. Gain states more than 400 enterprise clients, including Bain Capital, Nordic Capital and PwC, and a customer story credits it with cutting research and screening time by two thirds at Egeria. It holds SOC 2 Type 2. Gain.AI B.V. is based in Amsterdam.

Streetbeat builds configurable AI for banks, wealth and asset managers and insurers. Its agents help advisers prepare for meetings, suggest next actions and rebalance portfolios, and its portfolio engine lets institutions offer white label investing to their own clients. Institutions can run it on premise or in their own cloud, with configurable human review for critical decisions and tamper evident audit logs. Its agents use models from OpenAI, Anthropic and Google's Vertex AI alongside Streetbeat's own patented technology. The company also now sells to nonprofits, biotech and manufacturing firms. Streetbeat holds SOC 2 Type I and Type II reports. A subsidiary, Streetbeat LLC, is an SEC registered investment adviser that runs the consumer Streetbeat App; the technology for institutions is sold by its parent, Nowcasting.ai, Inc. The company was founded in Palo Alto and has offices in Milan and Wroclaw.

Fivvy sells customer intelligence to banks and credit unions. It turns the transaction and app usage data an institution already holds into personalized offers and churn predictions. The platform builds a picture of each customer's spending, saving and investing, then surfaces cross selling openings in real time. Implementation is stated at about three months. Globant Ventures committed $4 million over two years in April 2023. Its business website no longer loads. In October 2026 fivvy.co did not resolve and fivvyforbusiness.com redirected to getfivvy.com, which shows a consumer money management app. No company news has appeared since the Globant investment, and whether the company still sells to institutions is unclear.

Saturn sells AI to UK financial advice firms. It turns meetings, documents and scattered records into one client record, drafts the letters advisers must write and checks files for compliance. Two way integrations connect it to back office, cashflow, portfolio and advice platforms. Workflow tools draft suitability letters and annual reviews, and the Guardian suite automates file checks and meeting observations. CoPlanner brings Saturn into Microsoft Word and the Chrome and Edge browsers. Saturn says more than 500 advice firms and 3,000 advisers use it, and names Hoxton Wealth, Paradigm Norton and Cooper Parry as clients. It states that client data never trains its models. Saturn Fintech Ltd is based in London.

Formerly Kasisto, Backbase Conversational Banking is the chat and voice agent product Backbase sells to banks. Backbase announced its acquisition of Kasisto on 23 June 2026, and the product now ships within Backbase Agentic Banking. The agents work across mobile, web, messaging and phone. They answer customers from live account context and bank approved knowledge, carry out payments and card actions with confirmation, and take disputes through investigation and approval. Access, policy and approval checks run before any action executes, and exceptions go to an authorized bank employee. Backbase cites Kasisto's established customer base across North America but names no bank running the conversational product. kasisto.com now redirects to backbase.com.

additiv supplies an orchestration layer that sits above a financial institution's existing core systems, letting banks, insurers, asset managers and pension providers launch and scale wealth, insurance, credit and banking propositions without replacing what they already run. Data and process steps are unified into a single layer, and an open sourcing network lets an institution procure regulated third party services such as brokerage, custody, trading and fund products and distribute them under its own brand. A named artificial intelligence studio coordinates specialized agents for automation across any core system. Deployments are stated at three to six months against a twelve month industry norm. Named deployments include PostFinance, which attracted more than two billion Swiss francs in new assets, Deka, which added more than 1.3 billion euros in fifteen months through the Sparkasse network, HAYAH Insurance in the United Arab Emirates, PensExpert and NS Partners. Temenos completed its acquisition of additiv on 17 July 2026, positioning the platform as the foundation for orchestration across complex customer journeys and extending reach into the mass affluent segment.

Psympl sells psychographic AI to consumer financial services firms, including banks, credit unions, wealth managers, credit bureaus, payment platforms, receivables managers and insurers. It sorts consumers into money mindsets so marketing and frontline teams can speak to what motivates them. A national survey, the Motivation Decoder, defines the mindsets. The Motivation Auto Decoder scores consumers into them at national scale through Experian, and the Psymplifier writes copy to match. It integrates with Salesforce, HubSpot and Microsoft Dynamics. FreeStar Financial Credit Union is a named client. Psympl has a SOC 2 Type II report and a SafeBase trust center. It says it gives no consumer facing advice, makes no credit determination and makes no automated financial recommendations. It is based in New York.

Binocs sells AI agents that draft the research and documents a deal team works from. Private equity firms, consulting firms, investment banks and corporate development teams are the core buyers, and a credit memo product serves lenders. The agents are organized like an investment team, and the work runs through three layers. A data layer searches public sources, filings and deal room files, ranks each source and checks material claims against a second one. An analysis layer splits the job into workstreams such as market sizing and the competitive landscape. A review layer uses Binocs' own small language model to check facts, calculations and assumptions at set points before the draft moves on. Outputs include industry reports in about 30 minutes, investment memos and commercial due diligence drafts in about 90 minutes, and sell side CIM drafts in about 45 minutes once financials are in. It also screens and sources deals against a fund's criteria, reads financial documents into standard statements, and writes credit assessment memos with a scored lending recommendation. Industry reports cite their sources, and a chat lets the team flag a weak section and have only that part rewritten. Firms can run it self serve or add Binocs' experts to refine the output, and the first sector report is free. Its terms allow 15 reports per subscription term and charge $500 for each further industry report and $1,000 for each further commercial due diligence report. The subscription itself is not priced publicly. Stout, Kaiser Associates, TemperPack and Vivriti appear among its client logos. Binocs states SOC 2 compliance and hosts on AWS, and says client data trains its in house and open source models only with explicit consent. It contracts as Binocs Labs Inc. in the US and Binocs Labs Private Limited in India, with offices in Jersey City and Bengaluru.

motif supplies AI wealth advice that fintechs, banks, wealth managers, crypto platforms and investment apps build into their own products. It writes cited market updates, portfolio briefings and chat answers for their investors. Its Clarity engine turns news, filings and a platform's own documents into a dated memory of facts and causes. Agents on top handle market insight, investor profiling with MiFID II suitability support, and investment proposals that need approval before they execute. Platforms reach it through a white label app, an embed, or a public API and SDK. motif publishes its evaluation method and dated results. Its agents run by default on GPT 5.6 Luna through OpenRouter. The company is based in Zug and backed by Liminal, a founders' studio founded and backed by Temasek.

Reflexivity, formerly Toggle AI, sells an investment analysis platform to institutional investors. Its AI agents write and run code to answer financial questions and produce research. A knowledge graph maps relationships across securities, markets and themes, and document tools read filings and transcripts. Screening, scenario analysis and alerts sit on top. Market data from providers such as S&P Global, LSEG and Nasdaq comes included, with no separate data contracts. Every insight carries its source, and the system says when data is missing or uncertain. Reflexivity powers Interactive Brokers' Investment Themes tool and is available inside Microsoft 365 Copilot. It runs on dedicated private infrastructure and states SOC 2 Type 2. Reflexivity is the trading name of Knabble, Inc.

Vise builds and runs personalized portfolios for registered investment advisers and their clients. Independent advisers, enterprise wealth firms, aggregators and asset managers use it for portfolio construction, tax loss harvesting, rebalancing and trading. The adviser sets each client's strategy, restrictions and tax budget, and Vise's own optimizer builds and manages the portfolio inside those limits. Rebalancing, harvesting and trading run daily on every account, and advisers review and approve changes in batches. It works with custodians such as Schwab, Fidelity and Pershing. Vise names Wealth Enhancement Group, NewEdge Capital and Pure Financial among its users and states more than $140 billion in platform assets. Its advisory arm, Vise AI Advisors, LLC, is registered with the SEC and acts as sub adviser on client accounts. Vise is based in New York.

CogniCor builds an AI assistant for wealth advisors and the firms that employ them, from registered investment advisers to large financial institutions. It pulls CRM, portfolio and planning data into one view of each household. Six modules cover meeting preparation and notes, household analytics, follow up drafts, onboarding and servicing, document search, and prioritizing an advisor's book. It integrates with Salesforce Financial Services Cloud, Wealthbox and Redtail, and lists WealthMate on the Salesforce AppExchange. Plancorp, an adviser with more than $8 billion in assets, is a named client. CogniCor runs on Microsoft's Azure OpenAI Service and is based in Palo Alto.

Termina sells quantitative due diligence on demand to venture capital, private equity, corporate development and M&A teams, and to founders. Its scans read a target's financial and transaction data rather than its documents. Scans such as Quality of Growth return findings against benchmarks built from thousands of earlier deals. Teams use it to compare targets, check portfolio companies before follow on decisions and plan value creation, with custom work run by its operators. Developers get a public API with Python and JavaScript SDKs and an MCP server. Termina states more than 1,000 scans a year and SOC 2 Type II, with a trust center on Drata. Termina Systems, Inc. is based in Menlo Park.

ToltIQ, formerly DiligentIQ, sells AI due diligence software to private markets deal teams. It reads virtual data rooms of thousands of documents and links every finding to its source. Deal teams turn firm templates into reusable workflows, run bulk queries across hundreds of documents and share knowledge vaults. ToltIQ runs on models from OpenAI, Anthropic, Google and Cohere under zero data retention, in a single tenant setup that keeps US data in the United States and European data in Dublin. H.I.G. Capital selected ToltIQ for firm wide diligence in March 2026, and it has partnerships with PwC, PitchBook and Intapp. ToltIQ holds SOC 2 Type II and ISO 27001 and is based in New York.

Marloo is an AI assistant for financial advisors and their support staff in wealth, planning, insurance and mortgage advice. It records meetings and turns a client's history into summaries, advice documents and follow up tasks. It drafts documents such as investment policy statements and reviews, fills PDF forms and drafts emails. Ask Marloo answers questions across every client, and firms with several advisors get team permissions and compliance oversight. Pricing runs from a free notetaker tier to plans of $149 and $299 per advisor a month. Marloo runs on Anthropic and OpenAI models, with Google for some features, and stores data in Sydney, London or the United States by region. It has a SOC 2 Type II attestation. Marloo Limited is based in Auckland.

AdvisoryAI automates the paperwork in UK financial advice, from capturing a meeting to drafting the suitability report in the firm's own template. Advice firms, advisers and paraplanners are the buyers. Named agents split the work. Evie takes meeting notes, Emma drafts suitability reports and reviews, Colin runs compliance checks with a pass or fail per category, and Atlas answers questions across the client book with citations. The machine drafts and the adviser approves, which the company ties to the FCA rule requiring professional judgment. AdvisoryAI names Brooks Macdonald and Bluecoat Wealth among more than 400 firms. Prices start at 89 pounds per user a month. It integrates with Intelliflo and Xplan, stores data on AWS in the UK and states ISO 27001. AdvisoryAI Group Ltd is registered in London.

Recordsure sells AI that checks conduct in financial advice and customer conversations. Banks, wealth managers, insurers, and motor finance and collections firms in the UK and Australia use it for compliance review and remediation. Recordsure Capture records face to face and remote conversations with a tamper proof upload. ConversationReviewAI transcribes, summarizes and scores them, and ReviewAI reviews adviser files for suitability and quality. Subject matter experts stay in the loop, and the service is built and run with its compliance partner TCC. Recordsure partners with Iress and Intelliflo and holds ISO 27001. It publishes a responsible AI policy covering human review, bias management, drift reviews and client data separation. Record Sure Limited is based in London.

Daloopa extracts and structures fundamental financial data for institutional investors, reading company filings, footnotes, investor presentations and earnings transcripts and delivering the results straight into analysts' models. Coverage runs to more than 5,500 public companies with thirteen years of history, including management defined performance indicators, segment and geographic breakdowns that standardized statement feeds omit. Every datapoint is hyperlinked back to the document it came from, so any figure can be checked against the original in one click. A model context protocol server exposes the same dataset to language models and agents, and the company sells that grounded data to artificial intelligence platforms as well as to hedge funds, mutual funds and investment banks.

Intelligo sells AI due diligence and background checks to asset allocators, private equity, real estate, lending and banking clients. Its Clarity platform screens people and companies and keeps monitoring them. Models search legal, regulatory, media, social, financial and career sources, score each finding for relevance to cut false positives, and flag signs of fraud or financial distress. Clients choose automated reports, Advantage reports that add a human analyst, or continuous monitoring. Intelligo also runs pre employment checks and handles candidate consent and FCRA compliance for them. Carrick Capital Partners has invested in Intelligo. The company has launched an Intelligo Compliance MCP Server and a partnership with RANE.

QuantumStreet AI sells AI driven investment strategies and research to asset allocators, investment managers and banks. Clients either license its AI enhanced indexes and custom portfolios or overlay its forecasts on their own process. Through Indices and Custom Portfolios, a client sets the theme, factors and constraints, and the adaptive AI engine builds a rules based index from them. Recent launches include a long short global equity strategy and a Thematic Rotation Index drawn from themes in company filings. The QuantumEdge platform adds return and risk forecasts with confidence ranges, screening and portfolio diagnostics. The same forecasts are available through APIs and SDKs. QuantumStreet AI states more than $8 billion in client designed indexes and portfolios. It runs on IBM watsonx as an IBM partner. Its privacy policy names EquBot Inc., a Delaware company, as the business behind the services. It is based in San Francisco.

NestiFi sells a white label family wealth platform to credit unions, community banks, advisers and wealth firms in the United States and Europe. Families open a Nest for a child, invite relatives to contribute and invest together under the institution's brand. Families can gift fractional shares, use cards and savings tools, and learn about money at each age. Seb AI gives the institution's staff a workspace that gathers family context and prepares review briefs for staff to check. NestiFi says Seb supports education and planning only, does not choose products or give advice, and hands advice requests to an authorized person. NestiFi is the trading name of NestiFi Technologies Limited of Dublin. It is building its own model for family wealth.

Avantos sells AI for client onboarding and servicing at wealth, protection, retirement and banking firms. Its agents prefill and check onboarding data, open accounts and move work between teams. A knowledge graph links client data, products, service teams and workflows into one context that updates as work happens. Account opening covers KYC, signatures and custodian mapping, and a client health module flags relationship risks and upsell openings. Avantos names Mercer Advisors, Guardian, Vanguard and SEI as customers. SEI also invested, and Bessemer Venture Partners led a $35 million Series A in February 2026. Avantos states SOC 2 certification with a Secureframe trust center and is based in New York.

UPTIQ sells AI agents that take on lending and banking operations work for financial institutions. Banks, credit unions, wealth managers, equipment finance firms and non bank lenders use them to open accounts, underwrite loans, monitor portfolios and run compliance tasks. The agents read documents, spread financials, draft credit memos and flag issues with a cited reason. They work alongside a firm's existing core, origination and CRM systems through more than 100 integrations rather than replacing them. Officers review and approve at each step, and every action is logged. UPTIQ states more than 150 institutions use it, and a case study credits it with a 300 percent rise in loan volume at UPM. It names SOC 2 Type II and says customer data never trains shared models. UPTIQ, Inc. is based in Plano, Texas.

Nevis sells an AI platform that does operational work for US registered investment advisers. It prepares advisors for meetings, summarizes them, creates the follow up tasks and sends client emails in the advisor's tone. It also searches across a firm's systems and collects and submits the data custodians need to open accounts. Client emails can be sent automatically. Named customers include United Capital, GC Wealth and Apollon Wealth Management, and AlTi Tiedemann Global selected Nevis in May 2026. Nevis holds SOC 2 Type II and publishes a subprocessor list naming AWS, OpenAI, Anthropic and ElevenLabs. Its $35 million Series A came from Sequoia Capital, ICONIQ and Ribbit Capital. Nevis Wealth Technology Ltd is based in London.

Rowspace builds AI for credit, private equity and other investment firms that learns a firm's own history and how it decides. It maps the firm's documents, models, research, accounting, trade and cash data so that judgment can be applied to new decisions. It runs inside the customer's own cloud, with the customer's keys and access controls, and delivers answers through chat, dashboards and tools such as Excel. Its pages describe clients by type, such as a credit originator monitoring CLO compliance and a private equity firm drawing on 50 years of deal history. Rowspace states SOC 2 Type II and that customer data never trains anyone else's model. It is based in San Francisco.

Nomerra turns private markets operating procedures into AI agents for asset servicers and asset managers. The agents cover fund accounting, treasury, transfer agency, reporting and data updates. They work across inboxes, bank feeds, fund and bank portals and ERP systems. They triage email, reconcile cash, prepare payments for four eyes release and generate reports. Every session is tracked, and the firm's team approves the deliverables. Nomerra is model agnostic and offers self hosted deployment with the customer's own keys. It states ISO 27001 and raised a $2 million pre seed round led by 14Peaks Capital in June 2026. Nomerra GmbH is based in Berlin.

DwellFi runs AI agents for fund operations inside the customer's own cloud account. Fund administrators, private equity, hedge and private credit funds, asset managers, family offices and pension funds are the buyers. The agents index a fund's documents and email, then write software for each fund's capital calls, NAV closes, reconciliations and investor reporting. Calculations compile to deterministic code and are cross checked across models from Anthropic, OpenAI and Google. Exceptions go to a human review queue. TMF Group selected DwellFi as a strategic AI partner for fund services in April 2026. Deployment is single tenant on AWS, Google Cloud, Azure or Oracle, in a region set by contract. DwellFi states SOC 2 Type II and operates from Palo Alto, Piscataway and Dubai.

JIFFYAI sells software that pulls a wealth firm's scattered client data into one place and puts AI on top of it. RIAs, broker dealers, family offices, and bank and trust firms use it to open accounts, service clients and prepare for meetings. The platform gathers data from custodians, CRMs, statements and email into a single warehouse. On that base it offers account opening, servicing workflows, a desktop for advisors, and an AI assistant that takes meeting notes, launched in March 2026. It connects to custodians such as Schwab, Fidelity and Pershing, and to wealth and CRM platforms such as Orion and Salesforce. Cetera and Orion appear in its case studies. Its models run on AWS and Google Cloud, it publishes SOC 2 Type II and ISO 27001 certifications, and it lists the outside companies that handle client data. JIFFYAI is the trading name of Paanini, Inc.

Zeplyn sells an agentic AI platform for wealth management firms, built around the work before and after client meetings. Registered investment advisers and enterprise wealth firms use it to prepare meetings, capture notes without recording audio, draft follow ups and keep the CRM current. More than 50 agents run on its Agent Nexus layer. They fill Schwab account opening forms from meeting data, read statements and tax forms, and run firm defined workflows that pause at approval points the firm sets. Agent Studio lets a firm build its own agents, and an MCP server brings them into tools such as Claude and ChatGPT. Zeplyn connects to CRMs such as Salesforce, Wealthbox and Redtail and to Schwab Advisor Center. Sequoia Financial Group, PAX Financial Group and Nikulski Financial are quoted as customers. Zeplyn has a SOC 2 Type II report and runs on Amazon Web Services in the United States. It discards meeting audio after processing and says client data never trains large language models. DeepInsights AI Inc. operates Zeplyn from New York.

Saphyre replaces the emails, faxes and rekeying behind opening and maintaining trading accounts. Asset owners, investment managers, hedge funds, brokers, custodians and fund accountants share one record of client and account data. Data and documents are stored once and never resubmitted, and each firm's setup is tracked to a ready to trade status. The platform also manages legal agreements, settlement instructions, trade exceptions and FX funding. Aigent, its AI agent, lets counterparties submit details by email or chat without logging in. JPMorgan, BNY Mellon, Northern Trust, BlackRock and Citi are quoted as clients. Saphyre integrates with LSEG's FXall, 360T and DocuSign. It is based in Hoboken, New Jersey.

Boosted.ai builds Alfa, an AI research system that watches companies, portfolios and market events and writes sourced briefs and memos. Its buyers range from individual investors and investment teams to brokerages and developers. Each kind of buyer gets its own product. Alfa Pro sends an analyst a cited brief when earnings, a filing or news hits a name on the watchlist. Alfa Powered lets brokerages embed the research in their own app under their own brand. The Alfa Platform gives developers a financial event bus, prebuilt agents and APIs ready for the Model Context Protocol. A multi model investment committee, announced in August 2026, is offered to select institutional partners. Boosted.ai has built AI for investment research since 2017 and states $5 trillion in client assets supported. Its trust center names OpenAI, Anthropic, Google and Perplexity as model providers and Amazon Web Services as host. It holds SOC 2 Type II and ISO 27001, 27701 and 42001. It is headquartered in New York and Toronto.

DiligenceVault connects the institutions that allocate capital with the fund managers they invest in. It replaces the questionnaires, documents and email that fund due diligence still runs on. Allocators use DV Spark to source managers, run operational due diligence and draft investment committee memos. Managers use DV Pulse to answer questionnaires with AI autofill and to check materials against the SEC marketing rule. The DV Assist assistant drafts and extracts with citations, and the client's team reviews and approves every output. More than 20,000 managers respond on the network, and the company states more than 250 client teams. Plans start at $300 a month. DiligenceVault names ISO 27001, SOC 2 Type II and TX RAMP on Microsoft Azure, and is based in New York.

Gridline gives wealth firms one platform for private markets investing. Registered investment advisers, family offices, private banks and fund managers use it for manager diligence, fund formation, subscriptions, administration and reporting under their own brand. Its AltComply product applies AI to manager diligence. Since June 2026 a Hamilton Lane dataset has fed a benchmarking engine that compares managers against peers and vintage year cohorts. A case study reports Keebeck Wealth Management cutting SPV launch time by 50 percent. Its affiliate Gridline Advisors, LLC is a registered investment adviser with the State of Georgia. Gridline is based in Atlanta.

Moment gives wealth firms one platform where AI agents run portfolio work inside a regulated environment. It replaces the patchwork of legacy systems many firms still use. Advisers can build portfolios from plain language instructions and optimize across whole account books. The platform finds tax and risk opportunities, analyzes held away assets from uploaded statements, monitors compliance against each firm's own rules, and routes orders for execution. It started in fixed income and now supports multi asset unified managed accounts. Moment names Edward Jones, LPL Financial and Creative Planning among its users and states more than 60,000 advisers on the platform. Its privacy policy covers Moment Technology, Inc., Moment Advisors LLC and Moment Markets LLC. It is based in New York.

MDOTM builds Sphere, a no code platform that brings AI into an institutional investor's own portfolio process. Banks, insurers, pension funds, family offices, and wealth and asset managers use it in the UK, Europe and the United States. Sphere reads market regimes to form views by asset class, region and sector. Portfolio Studio builds and manages portfolios against each firm's constraints, and StoryFolio drafts portfolio commentary with controlled generative AI. Named clients include UniCredit, Amundi and Sella SGR. MDOTM Ltd is an appointed representative of Thornbridge Investment Management LLP, which the FCA authorizes. It states ISO 27001 and no training on user data. The company was founded in London in 2015 and has offices in Milan and New York.

Fintary automates insurance commission operations for brokerages, agencies, managing general agents, carriers and wealth firms. It reads carrier statements in any format, works out what each producer is owed and shows where revenue is leaking. Models extract and validate the commission data. A calculation engine handles splits, overrides, chargebacks and advances, and producers see their earnings in a white labeled portal. Fintary connects to systems such as Applied Epic, SmartOffice and Salesforce Financial Services Cloud. In a published case study, Risk & Insurance Associates cut monthly commission discrepancies from 160 to 6. Fintary covers life and annuity, health, property and casualty, and benefits. It is based in San Francisco.

K1x digitizes the tax documents that private market investments produce. Institutional investors, fund managers and accounting firms use it to receive, create and route Schedule K1s and related forms. K1 Aggregator collects incoming tax documents and extracts the allocation data inside them. K1 Creator produces K1s, and 990 Tracker handles exempt organization reporting. The data flows to tax systems such as CCH Axcess and ONESOURCE, and to the IRS as an approved electronic filing provider. K1x states more than 40,000 organizations on the platform, including 20 of the 25 largest accounting firms. It names a SOC 2 Type II examination with a SafeBase trust center and is based in Morristown, New Jersey.

Samaya AI builds research agents for investment banks, sales and trading desks, hedge funds and asset managers. Its pitch is that in this work, being right matters more than sounding fluent. The agents monitor filings, broker research and social media, write sector reports, build presentations from a firm's own documents and answer complex questions with cited evidence. They run on Samaya's own finance language models combined with frontier models. Morgan Stanley is a named customer across research, sales and trading, and banking, and Samaya states more than 10,000 seats. It states SOC 2 compliance and offers virtual private cloud and on premise compatible deployment. Its founders came from Google Brain and Stanford.

Keye automates the financial diligence that private equity and private credit teams run on a target company. It takes raw deal files in any format and returns structured analysis a deal team can use. Models read and structure the data, and deterministic pipelines do the arithmetic, so every figure links back to its source. Outputs include cohort and margin analysis and anomaly detection, exported to Excel with live formulas. Keye states that funds managing more than $1.4 trillion use it and that it saves more than five days per deal. It promises zero data retention and no training on customer data, and names a SOC 2 Type 2 examination. Keye, Inc. is based in New York.

Model ML builds an AI workspace and finance agent for investment banks, private equity firms, asset managers, and large accounting and consulting firms. It produces client ready documents, spreadsheets and decks in each firm's house format. The agent works inside Excel, PowerPoint and Outlook and can run on a schedule or when an event occurs. It reads email, filings, CRM records and data from providers such as S&P Capital IQ and FactSet, using models from OpenAI, Anthropic and Google. Named users include HSBC, Santander and Deloitte. Model ML offers self hosted, single tenant and hybrid deployment, states ISO 27001 and SOC 2 Type II, and commits never to train its models on customer data. It has offices in New York, San Francisco, London and Hong Kong.

Aveni builds AI for UK banks, advice networks and wealth managers. Its tools check conduct on client conversations, review advice files and draft the documents advisers have to produce. Detect tests conduct and outcomes on every client conversation, and File Check reviews every advice file. Assist captures meetings and drafts suitability reports straight into the adviser's back office, with integrations to Iress Xplan and Intelliflo. Aveni runs its own finance language models, called FinLLM, alongside models from OpenAI, Anthropic and Google. Aveni names Lloyds Banking Group, Quilter and Nationwide among more than 250 firms. It states that customer data never trains its models or any provider's, holds ISO 27001 and hosts on AWS. It is based in Edinburgh.

Pasito automates employee benefits work for benefits consultants, brokers, insurance carriers and employers. It turns plan documents, proposals and census files into structured data, then runs agents on the work that follows. Those agents handle data entry, document creation, client setup, proposal comparison and enrollment. An always on agent answers employees' benefits questions. Pasito shows logos including OneDigital, Lockton and Reliance Matrix and states more than 8,400 employers served. Its security page names Anthropic as its model provider under a zero data retention agreement and says each client's models use only that client's data. Prescient Assurance performed its SOC 2 Type II examination. Pasito, Inc. is based in New York.

Transient.AI builds AI associates for trading desks and investment firms. Hedge funds, asset managers, fund managers and banks deploy them inside their own tenant to run governed workflows. Its Caddie.AI associate supports the trading lifecycle, from telling sales desks who to call through trade management and back office work. It also digests sell side research, surfaces trade ideas and parses term sheets. The company's Declarative Agentic Framework governs the agents with declared data, rules and models, deterministic guardrails, real time oversight and zero external data retention. Transient.AI closed a Series A led by NEXT Investors, with Nasdaq Ventures participating, in September 2026. It uses Arango for data infrastructure and works with Atyeti as a deployment partner. It is headquartered in New York.

Hebbia sells AI research and document analysis to investment firms, banks and law firms. Matrix runs the same questions across hundreds of documents in a grid, with companies as rows and questions as columns, and Matrix 2.0 carries the analysis through to memos, decks and models, with a checkpoint for a person to sign off. Max, rebuilt in July 2026, is an assistant whose agents can run on their own to produce decks, Excel models and documents. Answers trace back to the source passage. Sources range from SEC filings and FactSet, PitchBook and S&P Global data to a firm's own SharePoint, Box and data rooms. Its subprocessor list names OpenAI, Anthropic, Google and Microsoft for models, running on AWS in US and EU regions. Founded in 2020 and based in New York, Hebbia counts Morgan Stanley, Centerview Partners, MetLife and OHA among its customers. It lists SOC 2 Type 2, ISO 27001 and ISO/IEC 42001, and says customer data never trains its general models or any model provider's.

Feathery automates the paperwork that moves between clients, brokers, advisers and carriers. Insurance carriers, brokers and wealth firms use it to pull data out of documents, emails and voice recordings and push it into their systems of record. A plain language assistant called Robin builds workflows, forms and integrations, which the user reviews and approves before they go live. Feathery connects to more than 150 systems, including Salesforce, Guidewire and Fidelity. Named customers include Sequoia Financial Group, The Baldwin Group and Banner Life. Feathery offers a free plan metered on monthly submissions, with custom pricing above it. It states a SOC 2 Type II examination and hosting in the United States, European Union, Canada and Australia.

Clearwater Analytics runs a cloud native investment management platform for institutional investors, unifying portfolio management, trading, investment accounting, reconciliation, regulatory reporting, performance, compliance and risk analytics in a single system supporting more than $10 trillion in assets. Its distinguishing architecture is single instance and multi tenant, meaning every client sits on one version above one validated data foundation, and generative and agentic AI are embedded across that foundation rather than sold as a separate module. The platform widened substantially through three acquisitions completed in 2025, all confirmed in the company's own securities filings. Enfusion, a listed provider of software to investment managers and hedge funds, closed in April at a value of roughly $1.5 billion and brought front office capability the company previously lacked: portfolio and order management and an investment book of record, now joined to the existing middle and back office and client reporting lines to form a front to back platform. Beacon, an enterprise risk analytics and technology infrastructure provider, closed in the same month. An asset purchase of a portfolio visualization platform built inside a large alternative asset manager closed in March and added analytics and data infrastructure for private and structured credit. The combined business is served from hubs including Boise, New York, Edinburgh and New Delhi.

Rogo is an AI research and analysis platform for investment banks, private equity firms and investors. Analysts ask questions in plain language and get cited answers drawn from filings, transcripts, market and deal data, and the firm's own documents. Its agent, Felix, carries deal work from start to finish, producing Excel models, investment memos, diligence materials and slide decks. Data comes from providers such as S&P Global, FactSet and Crunchbase, and the platform runs on OpenAI models. Rogo states more than 50,000 bankers and investors at more than 350 institutions, and quotes executives at Truist Securities, Nomura and Baird. Its security page says customer data sits in siloed environments and never trains its models, and lists SOC 2 and ISO 27001. Rogo Technologies, Inc. is based in New York.