Capital Markets & Research AI
F

Farsight

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.

Last VerifiedOctober 10, 2026
Compare Farsight with other vendors
Founded
—
Headquarters
New York, New York, United States
Categories
capital-markets-ai, wealth-and-advisory
Assessment

Capability Axes

Capability grades

15 of 15 axes rated · 9 graded A or B

AI Capability
AI Centrality
AA on AI CentralityThe artificial intelligence is the product. Remove the models and there is nothing left to sell.
Vendor Published

Generated deliverables are the product. Freeform drafts a complete CIM, pitch deck or committee memo from a single prompt, and Prior Art Match bends the draft toward a firm's past work and voice. Proactive agents prepare materials from CRM records and deal history before a banker asks. The slide agents that came with Presentable AI in 2025 restructure layouts, update charts and redesign custom slides from plain language instructions.

Farsight's chief executive describes the architecture as model agnostic, with the strongest models kept for new synthesis and smaller models or deterministic code handling settled, repeated work. Without the models there is no deck, memo or model to deliver.

Autonomy and Oversight Model
CC on Autonomy and Oversight ModelAutonomy is claimed and oversight is asserted without a mechanism, or full automation is presented as the entire disclosure. Human in the loop appears as a phrase rather than a described control.
Vendor Published

Proactive agents produce strategic materials ahead of a request, and Freeform is pitched as delivering client ready work that needs minimal editing. A managing partner at a boutique bank uses Farsight for weekly touchpoints with clients and counterparties on live deals. Admins control access user by user, and the System of Judgment learns from each round of banker redlines, so review is where a firm's standards enter the product. Farsight treats that review as a cost to be measured, with first pass acceptance as a pilot metric, but describes no approval step that holds generated material before it reaches a client.

Model Risk Management and Transparency
BB on Model Risk Management and TransparencyReal transparency mechanisms are published, such as per alert explainability, confidence scoring or split testing, without the validation package or supervisory mapping behind them.
Vendor Published

The TresVista deployment is set up so that every figure carries source traceability and an auditable Excel backup, and Freeform keeps PowerPoint, Excel and Word outputs in sync so the numbers in a deck tie to the model. North Data figures link back to the filing they came from, and each company name is resolved to the right legal entity, separating parents, subsidiaries and similarly branded companies, before any data is pulled.

Updates pass through staging before production, with rollback within 24 hours of notice. In a 2024 benchmark on questions about companies' annual and quarterly SEC filings, Farsight found the strongest model tested right on 81.5 percent of questions and 57 percent of calculations. It took that as the case for computation agents that work figures out in code, and no accuracy result for its own product accompanies the benchmark.

Operational and Outcome Evidence
BB on Operational and Outcome EvidenceVendor aggregate claims with real figures, or audited scale disclosures from a publicly listed company.
Vendor Published

TresVista, an advisory and managed services firm with more than 400 active clients, signed a multiyear agreement in October 2026 to build CIMs, pitch materials and research on Farsight. Its teams will build and edit from TresVista's own templates, models and prior examples, and its chief executive, Sudeep Mishra, is quoted on the deal.

S&P Global Market Intelligence invested in Farsight and chose it to power a deliverables add on for Capital IQ Pro, and Tom Van Buskirk, who runs technology and engineering at PitchBook, is quoted on the expanded PitchBook integration. By Farsight's account, revenue grew tenfold and the customer count fivefold in 2024.

Its headline figures of 90 percent time saved on core deliverables, more than $10 million in new opportunities and more than ten workflows a week for the average user come without a named customer behind them. Testimonials carry a role and a firm type, such as a partner at a megafund or the head of AI product at an elite boutique bank, never the firm itself.

AI Safety and Data Stewardship
BB on AI Safety and Data StewardshipA categorical stewardship commitment is published without the retention schedule or the engineering detail behind it.
Vendor Published

Customer data never trains a model, Farsight's own or a provider's, and every model call runs through zero retention endpoints with no exposure to public endpoints. Each customer gets a dedicated VPC with no shared environment, files are checked for integrity on the way in and out, and TresVista's client data and prior work are kept separate across engagements. Two of Farsight's own positions pull against each other.

Farsight states that it takes in no sensitive or proprietary customer data, only non confidential templates and structured inputs. Yet Freeform and the proactive agents are built to work from CRM records, transcripts and prior deal documents, and the System of Judgment retains senior bankers' redlines on client work.

Regulatory and Compliance
GLBA and Data Privacy Posture
BB on GLBA and Data Privacy PostureA substantive privacy document that reaches the product itself, short of the subprocessor list or the full data handling detail.
Vendor Published

Farsight's privacy policy, updated May 20, 2026, covers the platform as well as the website and treats Farsight as a processor of customer content, acting under each customer's agreement and instructions. Queries, visualizations and analyses are kept for twelve months unless a user deletes them or closes the account, and customers can set their own retention policies.

Transfers out of Europe rely on standard contractual clauses or adequacy decisions, and participation in the Data Privacy Framework is described only as a possibility. No subprocessor list is offered, and processing can take place in the United States or wherever Farsight, its providers or its customers operate.

Security Certifications and Trust Center
BB on Security Certifications and Trust CenterA recognized certification named in the vendor’s own material without the artifact, or with a scope or renewal question the buyer has to raise.
Vendor Published

A SOC 2 Type I report is in hand and Type II is in final observation, backed by regular audits and automated monitoring controls, and Farsight claims adherence to CIS and NIST baselines. Data moves under TLS 1.2 or later and rests under AES 256, role based access is run by the customer's own IT team, and the development lifecycle is tracked and reviewed. Elsewhere Farsight calls itself SOC 2 compliant without naming a report type. The report, its auditor and its period are not available, there is no trust center, and Farsight does not describe its penetration testing or incident response.

Regulatory Status and Licensure
CC on Regulatory Status and LicensureThe regulatory position is unstated. Most vendors in this index are technology suppliers and being unlicensed is the correct posture, so this grade records silence about the posture, not a missing license.
Vendor Published

As a software vendor, Farsight needs no license. Its banking users include broker dealers and investment advisers whose pitch books, CIMs and client messages fall under FINRA communications and recordkeeping rules, and Farsight does not say how generated material reaches a firm's supervised records or archive. TresVista's chief executive cites jurisdiction specific requirements as the reason his clients need firm specific output, while Farsight itself names no rule or regulator.

AI Governance and Bias Disclosure
CC on AI Governance and Bias DisclosureResponsible artificial intelligence committed to in policy language with no evaluation behind it, on a product whose bias surface is modest.
Vendor Published

Companies and transactions are the subjects of this work, so the governance questions are accuracy and how a firm's habits shape the output. In The System of Judgment, Kunal Tangri, Farsight's cofounder and chief operating officer, concedes that a system built on a firm's redlines will mirror its blind spots, such as risk aversion and deference to whoever signs off last.

He argues that a bias written down can at least be seen and challenged, and proposes acceptance rate, edit decay, survival rate and codification rate as the measures of how the system learns. Farsight reports none of them for its customers and names no review of what the system retains.

AI Liability and Recourse
CC on AI Liability and RecourseMechanisms that enable challenge, such as audit trails and source traceability, with nothing standing behind the output and no route for the person affected.
Vendor Published

Material Farsight generates reaches clients under the bank's name, and Farsight's privacy policy tells users to check information for accuracy and completeness before relying on it. Farsight offers no accuracy commitment, error remedy or indemnity for generated deliverables, and its customer terms are private. The staging and 24 hour rollback commitments cover software updates, not the content of a deck or memo.

Integration and Deployment
Model Supply Chain Disclosure
CC on Model Supply Chain DisclosureThe architecture is described and no provider is named.
Vendor Published

S&P Capital IQ Pro, PitchBook and North Data are the named data suppliers, and AWS hosts the managed deployment. Farsight does not name the language models behind Freeform and its agents. Its chief executive describes a model agnostic design that uses the strongest models only where a task demands them, and his September 2026 cost essay walks through OpenAI's price cuts without saying which providers Farsight runs. The zero retention terms bind providers Farsight does not identify. A 2024 Farsight benchmark tested eight public models, from OpenAI's to Llama, Mistral and SOLAR, which shows how it evaluates models rather than what it ships.

Core Systems and Integration Depth
AA on Core Systems and Integration DepthNamed integrations with the systems of record, core banking, policy administration, custodial or contact center platforms, verifiable in marketplace listings or public API documentation.
Vendor Published

Farsight works inside the tools bankers already use. Output lands in PowerPoint, Excel, Word and email, Freeform runs natively in PowerPoint and Excel, and a web app handles research and natural language queries. S&P Capital IQ Pro supplies fundamentals, consensus estimates, transcripts and market data.

PitchBook's premium data adds deal details, investors and buyers, valuations and multiples for firms that connect their own PitchBook account through single sign on, expanding an integration first announced in September 2025. North Data contributes European filings, insolvency records and ownership data from 148 feeds across 32 country and regional catalogs, alongside SEC filings. CRM records feed the proactive agents and can be enriched with PitchBook data, and sign in runs through Microsoft Office365 single sign on restricted to the customer's network.

Deployment Model and Data Residency
AA on Deployment Model and Data ResidencyOn premise or hybrid deployment is offered and documented, alongside where data rests.
Vendor Published

Deployment comes in three forms, a single tenant VPC that Farsight hosts on AWS, the customer's own cloud or on premises, and the choice is settled with each customer. Every customer gets a dedicated VPC with no shared environment, and the platform can run partly or fully inside a firm's own technology environment. Development, test and production pipelines are kept apart. Hosting regions for the managed option are not listed, and the privacy policy allows processing in the United States and wherever Farsight, its providers or its customers operate.

Commercial
Commercial Transparency
CC on Commercial TransparencyNo price is published and engagement runs through a demo form, which is the norm in this index.
Vendor Published

Pricing is by quote, with no seat price, tier or minimum given up front. In September 2026 Farsight's chief executive argued that banks should compare vendors on the fully loaded cost of an approved deliverable. That cost counts model use, retries, data retrieval, automated tie outs and associate, VP and senior review time, and he recommends tracking time to approval, review cycles and first pass acceptance through a pilot. Farsight does not state its own price in those terms or any other. The Capital IQ Pro version will be sold by S&P Global as an add on at a price S&P has not announced, and premium PitchBook data inside Farsight is open to firms that already pay for PitchBook.

Institution and Segment Coverage
BB on Institution and Segment CoverageNamed segments with dedicated material behind part of the coverage.
Vendor Published

Investment banks from boutiques to bulge bracket firms, private equity funds, hedge funds, wealth and asset managers and corporate development teams are the users. Bankers use it for sell side and strategic pitches and buy side research, private equity teams for deal screening and committee decks, and wealth and asset managers for client communications and portfolio analyses.

Corporate development teams, which sit outside financial institutions, build board decks, market maps and sector overviews. The TresVista agreement carries the product into outsourced research and advisory support, and the planned Capital IQ Pro add on would put it in front of S&P's banking, private equity and corporate finance users. Lending, insurance and retail banking are not served.

Head to Head

Compared With

Most editorial comparisons pair two vendors the index assesses as direct competitors for the same buyer. Some pair vendors that are adjacent rather than rival, where the useful question is where one ends and the other begins. Each carries a verdict, the buyer conditions that favor each vendor, and a graded side by side.

Alternatives to Farsight

Vendors in the same categories as Farsight whose profiles look most alike, each with a line on what the product does. Similar is not the same: check that each one does the job you need. No vendor pays for placement.

Model ML builds an AI workspace and finance agent for investment banks, private equity firms, asset managers, and large accounting and consulting firms.

AllMind is a research terminal for institutional investment teams at asset managers, hedge funds, sell side research desks and corporate investor relations groups.

BlueFlame sells AI deal intelligence software to private equity firms, investment banks, private credit lenders, real estate investors, endowments and hedge funds.

Capsa AI sells an AI operating system to private equity firms and other private capital investors.

Finster AI sells a research and agent platform to investment banks, asset managers and private credit teams.

Rogo is an AI research and analysis platform for investment banks, private equity firms and investors.

The index publishes no overall score or ranking. See what we assess and the methodology.

Commercial

Pricing

Vendor-published figures are labeled as such. Figures labeled “Estimated” are derived from third-party sources and have not been confirmed by the vendor.

No pricing data has been verified for this vendor. Pricing information will be published here once confirmed through vendor disclosure or third-party estimation.

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AI FinTech Index

The AI FinTech Index is an independent index that tracks changes to AI vendors in financial services. It holds 578 vendors across banking, lending, insurance, wealth, capital markets and financial crime compliance, each graded on the same 15 capability axes from public sources. No vendor pays for inclusion, placement, or rating.

Index Status
Last index update
October 11, 2026
The AI FinTech Index is an editorial reference, not a regulatory body. Vendor data is verified against published sources and public regulatory filings. Figures labeled “Estimated” have not been confirmed by the vendor. See the Methodology page for evaluation standards and limitations.
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