Directory of AI underwriting workbench vendors for insurance carriers

Artificial Labs builds algorithmic placement and underwriting software for the Lloyd's and London specialty and commercial market. The platform ingests and extracts broker submissions, triages complex risks, builds contracts and automates underwriting workflows across legacy systems, and its Smart Follow product reads slip data from the market's digital placement platform and autonomously commits follow capacity within appetite and authority parameters set by a human underwriting director. Buyers are Lloyd's managing agents and syndicates, global carriers and wholesale brokers.

Convr turns fragmented commercial property and casualty submissions into structured, decision ready data for carriers, managing general agents and brokers, extracting and classifying content from applications and documents, then enriching it with business footprint data, address standardisation, geocoding, catastrophe codes and property hazard intelligence. Its distinguishing asset is a purpose built commercial underwriting ontology and knowledge graph that grounds every datapoint in a consistent schema, and a rating and quoting module lets an underwriter move from submission to quote without leaving the workbench.

Cytora is a risk digitization and automation platform for commercial insurance, used by insurers, reinsurers, wholesale brokers and managing general agents to turn unstructured submission, quote, policy, invoice and claims documents into decision ready structured risk records against a schema each client authors for itself in natural language. Large language models pretrained to commercial insurance carry the extraction with no client training required, across more than 140 languages, and the Autopilot capability released in March 2026 runs agentic workflows end to end with built in approvals and auditable steps. Every extracted field carries a confidence score and a mandatory source list, and low confidence values route automatically into a human review console. Cytora was acquired by Applied Systems in 2025 and continues to ship, brand and sell under its own name.

Federato sells an underwriting platform for property and casualty carriers, managing general agents and mutuals that replaces the underwriter desktop while sitting on top of the existing policy administration core. It triages incoming submissions against the carrier's stated appetite, surfaces real time portfolio exposure and accumulation, drafts quotes with its reasoning shown, and executes a defined subset of clearly on strategy deals automatically under preset guardrails with underwriter audit sampling behind it.

InfrasAI, formerly iLife Technologies, uses specialised agents to build and quality assure the workflow mappings that connect insurance carriers to their distribution channels. Its agents ingest raw requirements in whatever form they arrive, spreadsheets, tagged documents, industry data models or markup, and auto build headless workflows exposed through a single development kit that partners integrate in around fifteen lines of code, removing the custom rebuild each channel would otherwise need. Business rules, compliance requirements, forms, eligibility and claims logic are read, interpreted and mapped across systems, with generated test cases executed and presented for human approval, and business teams can revise rules in plain language, preview the impact and redeploy. It also handles migration off legacy mainframe, data interchange and policy administration estates.

Kalepa builds Copilot, an artificial intelligence underwriting workbench for commercial and specialty property and casualty insurers and managing general agents. Copilot reads a submission as it arrives, extracts structured data from the documents, cross references billions of data points from loss runs, web sources and third party providers, surfaces exposures the submission did not mention, and prioritises risks by likelihood to bind and fit against the carrier's appetite and guidelines. An ensemble engine selects the model or method per task and decides where to automate rather than assist, and independent judging agents validate critical extracted fields, measuring confidence continuously. The stated division of labour is that Copilot reads, cross references and scores while the underwriter decides, with the reasoning behind every flag visible. Named users include Munich Re Specialty, Bowhead and SECURA. Founded in New York by a physicist and an intelligence officer.

Send Technology builds an underwriting workbench and orchestration engine for commercial, specialty, reinsurance, managing general agent, delegated authority and London Market insurers, supporting more than 26 billion dollars of gross written premium. The platform spans the full underwriting lifecycle from submission intake and triage through document ingestion, data enrichment, third party connectivity, document generation, risk monitoring and renewal preparation, and is positioned as the layer that orchestrates a carrier's existing raters, data providers, core systems and artificial intelligence agents rather than replacing them. Its agentic framework lets carriers and system integrators build and embed their own agents into the workflow, so the buyer chooses which models operate inside it. Send holds SOC 2 Type 2, ISO 27001 and ISO/IEC 42001:2023 certification, and was acquired by Duck Creek Technologies in July 2026, continuing to be sold as a standalone engine that integrates with all core systems.

Sixfold builds underwriting artificial intelligence for insurance carriers across property and casualty and life and health. Its AI Underwriter, launched June 2026, ingests a submission, extracts and cleans the data, flags what is missing, evaluates appetite and portfolio fit, draws on what it has learned about that broker and risk class, then produces a recommendation with its rationale and the next best action for the underwriter. Every underwriting decision the carrier makes feeds back into that carrier's own deployment as institutional memory, and each insurer's book is walled off so that one carrier's data never trains another's system. The agent can be configured to carry cases through to quote ready and bind ready materials. Sixfold publishes an annual Responsible AI report, now in its third edition, and runs a formal AI governance programme anchored to the NIST AI Risk Management Framework and the high risk provider articles of the EU AI Act.

San Francisco company founded in 2025 by chief executive Vivek Rao, formerly of McKinsey and the private equity firm Sycamore Partners, and chief technology officer Federico Reyes Gomez, a Stanford computer science graduate who worked on document understanding at Google before joining a graph neural network startup. Backed by Y Combinator in its Summer 2025 batch and still very small, with a founding team of two to four and a former chief actuary working alongside it. The product is an AI native actuarial workbench for specialty property and casualty carriers, reinsurers and managing general agents, built as agents rather than as software with models attached. Two agent families are described: insight agents covering loss modelling, on-levelling and market research, and rating agents covering base rates, factors, increased limits factors and a callable pricing interface. The agents read loss runs, statements of value, broker submissions and state rate filings in almost any file format, then build, audit and deploy raters and pricing analyses. The company positions itself against the assembly work rather than the mathematics, arguing that trending, on-levelling, severity fits, generalised linear models and reserving were settled decades ago and what slows actuaries is finding the data, picking the method and writing the memo. It states that its agents record where data and logic came from so they can cite the source later, that analyses are fully reproducible, and that a customer can upload an existing spreadsheet rater to have its formulas parsed, factor tables identified and a versioned model rebuilt, tested and deployed. Reviews are described as aligned to actuarial professional standards and the audit trail is described as meeting the standard expected for financial reporting controls.

The Interesting Life Company sells ISLA, the Interesting Life Agent, a pre sale underwriting tool for United Kingdom protection advisers launched in February 2026. It addresses a specific and long standing friction: an adviser taking a client through life, critical illness or income protection cover cannot tell, at the point of recommending a product, how an insurer will treat that client's medical history, and the answer normally arrives only after a full underwriting journey. ISLA works conversationally, prompting the adviser with the next question to ask about medical and lifestyle disclosures, showing the likely underwriting outcome on the information available at each stage, and generating plain English explanations of both the process and the decision so the adviser can set client expectations early and explain them clearly. The company also publishes market ratings across the three protection lines, condition explanations, a conversation checklist and template client communications. It was built by two named industry consultants who co founded the firm, and positions itself as enhancing the existing underwriting ecosystem rather than replacing any part of it, with a stated interest in the large number of people who apply for cover each year and do not complete. Since April 2026 the tool has been available exclusively through a major protection sourcing platform, under a separate licence, placing underwriting insight alongside product comparison.