OTAKAR.AI

The (Re)insurance AI Landscape

Vendors, technology-led carriers & MGAs, and incumbent platforms
Checked working market map
Updated October 2026
Sources: company websites, official
announcements and filings, trade press

78 company and platform entries relevant to AI and technology-enabled (re)insurance — grouped by where they compete. Each card gives what the firm says it does and, for acquired firms, who owns it now. Every card is sourced in the index at the bottom.

1At a glance

78
company and platform entries across 12 buckets
41Vendors
6Acquired vendors
23Tech-led carriers, MGAs & programs
8Incumbent platforms

The vendor side is crowded around one job — turning documents into structured risk: intake, operations and claims together hold 28 of the 78. Reinsurance workflow and capital structures form a separate bucket of 5.

Companies per bucket · bar = count; colour = company type · click a row to jump to it
Technology, data, workflow & reinsurance infrastructure48
Submission intake & UW workbench11Claims & fraud10AI operations & implementation7Property, cat & specialty data7Reinsurance workflow & capital5Pricing & actuarial3Distribution3Cyber & casualty analytics2
Carriers, MGAs & specialist risk programs22
Carriers & MGAs12Parametric & cyber6Insuring AI4
Incumbent platforms & acquirers8
Core systems, data & acquirers8
0612
Show as table
BucketVendorAcquired vendorTech-led carrier / MGA / programIncumbent platformTotal
Reinsurance workflow & capital40105
Pricing & actuarial30003
Submission intake & underwriting workbench920011
AI operations & implementation70007
Distribution30003
Property, cat & specialty risk data52007
Cyber & casualty analytics11002
Claims & fraud910010
Tech-led carriers & MGAs0012012
Tech-led parametric & cyber programs00606
Insuring AI: coverholders & assurance programs00404
Incumbent platforms, data & acquirers00088

2The landscape

Reinsurance workflow & capital5 / 78 · 6%
AI-supported reinsurance placement platform for cedents and brokers: client data preparation and programme placement visibility.
Exposure management for (re)insurers: gathers, standardises and analyses risk data, with ad-hoc scenario analysis. 30+ reinsurance entities use it (Jun 2026).
Broking engine, underwriting workbench, algorithmic underwriting and delegated-authority tooling for specialty and commercial insurance.
Broking and advisory firm focused on casualty insurance-linked securities; its Cayman operating entity, Korra Re SPC, is a licensed (re)insurer. $2bn+ placed (reported Dec 2024).
Bermuda-licensed onchain reinsurer connecting digital-asset capital to reinsurance risk.
Pricing & actuarial3 / 78 · 4%
hx Renew pricing platform for (re)insurers; in Jul 2026 launched hyperoperator, an agent that takes broker submissions from intake to a decision-ready file.
ML-based pricing and reserving software; acquired Milliman's Arius reserving software (2024). Says 350+ insurers use it.
Proprietary insurance data and predictive analytics for underwriting and claims across P&C (including workers' comp) and health.
Submission intake & underwriting workbench11 / 78 · 14%
AI-native core platform for the full policy lifecycle: risk selection and appetite, policy administration, billing and claims.
Underwriting AI for commercial P&C and life & health insurers: reads submission documents such as loss runs and SOVs and evaluates appetite fit. Customers include Zurich North America, Skyward Specialty and AXIS.
Agentic risk digitisation for commercial insurers, brokers and reinsurers, including treaty and facultative submission intake.
Now part of Applied Systems
Underwriting orchestration for commercial, specialty, MGA and reinsurance business.
Now part of Duck Creek
Intake and orchestration platform for submission packets, loss runs, SOVs, ACORDs and claims documents.
AI underwriting workbench that turns fragmented submissions into structured data for intake, prioritisation and quoting.
Submission intake and clearance: screens out poor-fit risks, ranks the rest and sends decision-ready risks to the PAS.
AI assistant for insurers, MGAs and brokers: submission and SOV intake with eligibility checks, policy comparison, underwriting audits and claims validation.
AI underwriting platform that analyses submissions through to portfolio management, for carriers, MGAs and reinsurers.
Underwriting platform for commercial, specialty and E&S carriers and MGAs: submission intake, document extraction and appetite-based triage.
WriteRisk
Founded 2026. Per CB Insights, turns specialty commercial-property applications into risk profiles and review queues for MGAs.
AI operations & implementation7 / 78 · 9%
Execution layer for insurance operations across underwriting, claims, finance and broking, for carriers, reinsurers, MGAs and brokers. Swiss Re uses it on SOVs and loss runs.
AI operations platform that turns insurers' procedures into agents: submission intake, policy servicing, FNOL and claims support.
Voice, SMS, email and digital agents for P&C insurers: FNOL, claim status and policy requests, plus sales from quote to bind.
AI agent platform for insurance: agents read, analyse and recommend across underwriting, claims and policy servicing.
Autonomous AI agents for regulated operations; insurance claims and underwriting are its lead use cases.
Insurance-only services firm that rebuilds workflows and builds the AI systems that run them; launched in Clearcover's group (Mar 2026).
AI operating system for insurance brokerages and direct carriers, with agents for underwriting questions, client service and compliance review.
Distribution3 / 78 · 4%
AI-native commercial insurance distribution: generate, compare and bind quotes from multiple carriers through one API.
Insurance quoting and purchase inside AI assistants. Documented example: Tuio's home-insurance app on ChatGPT; company says it is also live on Claude and Gemini.
Renewal automation for insurance agencies and brokerages: policy analysis, requoting and renewal emails.
Property, cat & specialty risk data7 / 78 · 9%
Property-level AI peril models (wildfire, hail, wind, severe storm, non-weather water and fire) for underwriting, rating and reinsurance decisions.
Aerial imagery and AI property attributes for insurers; Betterview is now a Nearmap application.
AI-powered geospatial property intelligence at address level.
Now part of Moody's
Climate-conditioned tropical cyclone data: synthetic event sets, live forecasts and event footprints.
Catastrophe risk analytics: data access, geo-visualisation, modelling and exposure analysis.
Live property-level surface-water and flash-flood forecasting with up to 48-hour warnings.
Sensors that detect sub-centimetre impacts on satellites; its data supports space cover placed through Lloyd's.
Cyber & casualty analytics2 / 78 · 3%
Cyber risk analytics for insurers, reinsurers and brokers. Says 75% of the top 40 US and European cyber insurers, by GWP, use it (company-reported).
Emerging-risk and casualty catastrophe analytics for liability exposures.
Now part of Moody's
Claims & fraud10 / 78 · 13%
AI-native claims TPA and claims technology for carriers and MGAs.
AI agents for insurers across fraud detection, claims and underwriting decisions.
AI damage assessment of vehicles and properties for insurance claims.
Real-time risk scoring of quotes, renewals and claims, routing suspicious cases to people.
Casualty claims intelligence for workers' comp, auto and general liability, with an agentic claims assistant.
AI claims guidance for disability, workers' comp and auto casualty.
Now part of CCC
AI layer that automates routine claims and assists handlers with complex ones.
Voice-analytics risk screening across the policy lifecycle to flag possible fraud.
AI-native claims management system; its Clive multi-agent AI can also run on other claims systems.
Configurable P&C claims management platform plus appraisal, total-loss and payment services.
Tech-led carriers & MGAs12 / 78 · 15%
Technology-enabled E&S platform with MGA operations and affiliated carriers; Ledgebrook Specialty and Stonehaven Specialty both rated A- by AM Best (Aug 2026).
AI-native, full-stack startup-insurance platform. Coverage is written through affiliated or partner carriers and a risk retention group, depending on product and state.
Insurer and reinsurer for climate catastrophe, led by wildfire: wildfire reinsurance and commercial E&S property; RLI partnership for CA/NV property (Feb 2026).
AI-driven management and professional liability platform; licensed producer and surplus lines broker placing cover with A-rated carriers.
Commercial insurance for construction, renewable energy and power: primary and excess casualty, builder's risk.
California property MGA writing homeowners cover, including in wildfire-exposed areas, using its own wildfire model.
Workers' compensation MGA/program bundling insurance with AI and computer-vision safety analytics; capacity from Nationwide and Swiss Re.
Digital auto insurer using claims AI; Dearborn Labs launched in its group.
Data-driven supplemental wind, hail and tornado cover that sits alongside a homeowners policy.
Licensed broker and MGU for small urban businesses; products may be underwritten by Vantage Risk.
AI-based online motor insurance; in Hungary, policies are written and claims settled by SIGNAL IDUNA.
Public digital insurer using AI to issue policies and pay claims: renters, home, car, pet and term life.
Tech-led parametric & cyber programs6 / 78 · 8%
Global parametric MGA backed by A+ insurers (climate, cyber, emerging risks); also runs Descartes Insurance, a licensed insurer in Europe.
MGA and Lloyd's coverholder for digital-infrastructure risk: outage and data-centre SLA cover with parametric triggers.
Lloyd's coverholder for sensor-triggered parametric flood insurance.
Cyber insurance paired with security monitoring and response ('Active Insurance'); coverage backed by partner insurers.
Agency and surplus lines broker offering cyber, tech E&O and professional liability cover, plus security services.
Cyber risk quantification and management paired with cyber insurance.
Insuring AI: coverholders & assurance programs4 / 78 · 5%
Lloyd's coverholder and MGA writing affirmative AI liability, up to $25M aggregate per insured.
AI assurance: the AIUC-1 agent standard, audits and certification, paired with insurance from insurer partners (reported as placed through Lloyd's; syndicates not named).
Lloyd's coverholder writing standalone AI liability for US companies; limits up to $9.25M per insured (Mar 2026).
Runtime monitoring of AI agents plus AI liability insurance through insurance partners (2026 entrant).
Incumbent platforms, data & acquirers8 / 78 · 10%
P&C core platform for policy, billing, claims and pricing; Guidewire Ventures backs Sixfold, Akur8 and Indico.
'Intelligent core' P&C platform owned by Vista Equity Partners; acquired Send (Jul 2026).
Core software for P&C, life & pensions and reinsurance; taken private by Advent (Dec 2025).
Core systems and governed AI agents for P&C, L&AH and retirement; taken private by Thoma Bravo (2020).
Agency and carrier software; acquired Planck (2024) and Cytora (2025).
Insurance data, catastrophe models and underwriting and claims tools.
Catastrophe models and the Intelligent Risk Platform; acquired Praedicat (2024) and CAPE (2025).
Cloud platform connecting insurers, repairers, OEMs and parts suppliers; owns EvolutionIQ. Take-private by GTCR and Elliott agreed Oct 2026, pending.
Software / services vendor Technology-led carrier, MGA or specialist risk program Acquired by an incumbent Incumbent platform / acquirer

3Capability clusters

Each dot is one of the 78 companies on the landscape above. Companies sit close together when they offer similar things: each was tagged with the capabilities its verified description supports (19 tags), and the plot places firms by how much their tag sets overlap. Dashed outlines mark the clusters that emerge. Hover a dot for details.

VendorAcquired vendorTech-led carrier / MGA / programIncumbent platform
Claims · 20Carriers & MGAs · 19Cat modelling + Risk data · 14Intake + Underwriting · 9Distribution + Agentic ops · 6SupercedeAllphinsArtificial LabsLedger InvestingOnRehyperexponentialAkur8Gradient AIFederatoSixfoldCytoraSendIndico DataConvrHeronFurtherAIKalepaPibit.AIWriteRiskmea PlatformPaceLiberateBevayaOteraDearborn LabsGeneral MagicCoverForceWaniWaniQuandriZestyAINearmap / BetterviewCAPE AnalyticsReaskEigenRiskPrevisicoOdin SpaceCyberCubePraedicatReservShift TechnologyTractableFRISSCLARA AnalyticsEvolutionIQSprout.aiClearspeedFive SigmaSnapsheetLedgebrookCorgiKettleCounterpartShepherdDelosCompScienceClearcoverSola InsuranceDistrict CoverOminimoLemonadeDescartesParametrixFloodFlashCoalitionAt-BayResilienceArmilla AIAIUCTestudoOlliveGuidewireDuck CreekSapiensMajescoApplied SystemsVeriskMoody'sCCC

How to read it: the axes have no units — only proximity matters. Firms near each other share most capabilities; firms far apart share few. Positions come from multidimensional scaling of the Jaccard distance between tag sets, and clusters from average-linkage hierarchical clustering (groups sharing a leading tag are merged). Members of each cluster are drawn closer together for legibility, so distances inside a cluster are compressed. Tags are an editorial judgement from each company's own description, not an audit of product depth.

How many companies offer each capability

Click a capability to list its companies and highlight them on the map above.

  • AllphinsReinsurance workflow & capital
  • ConvrSubmission intake & underwriting workbench
  • FurtherAISubmission intake & underwriting workbench
  • HeronSubmission intake & underwriting workbench
  • hyperexponentialPricing & actuarial
  • Indico DataSubmission intake & underwriting workbench
  • KalepaSubmission intake & underwriting workbench
  • mea PlatformAI operations & implementation
  • PaceAI operations & implementation
  • Pibit.AISubmission intake & underwriting workbench
  • SixfoldSubmission intake & underwriting workbench
  • WriteRiskSubmission intake & underwriting workbench
  • CytoraSubmission intake & underwriting workbench
  • Applied SystemsIncumbent platforms, data & acquirers
  • CyberCubeCyber & casualty analytics
  • EigenRiskProperty, cat & specialty risk data
  • PrevisicoProperty, cat & specialty risk data
  • ReaskProperty, cat & specialty risk data
  • ZestyAIProperty, cat & specialty risk data
  • PraedicatCyber & casualty analytics
  • DelosTech-led carriers & MGAs
  • KettleTech-led carriers & MGAs
  • Moody's (RMS)Incumbent platforms, data & acquirers
  • VeriskIncumbent platforms, data & acquirers
  • AIUCInsuring AI: coverholders & assurance programs
  • Armilla AIInsuring AI: coverholders & assurance programs
  • OlliveInsuring AI: coverholders & assurance programs
  • TestudoInsuring AI: coverholders & assurance programs
  • At-BayTech-led parametric & cyber programs
  • CoalitionTech-led parametric & cyber programs
  • OlliveInsuring AI: coverholders & assurance programs
  • ResilienceTech-led parametric & cyber programs
  • SupercedeReinsurance workflow & capital
  • SendSubmission intake & underwriting workbench
  • SapiensIncumbent platforms, data & acquirers

4Source index

T1 primary: company site, acquisition release or official record   T2 credible but date-sensitive: trade press, funding announcements, company-reported metrics   T3 generic list or roundup — verify before relying on it. Company sites were accessed in October 2026; other dates are the source date.

Supercede · Company site T1
Allphins · Company site T1; Reinsurance News: 30+ entities T2 · Jun 2026
Artificial Labs · Company site T1
Ledger Investing · Company site T1; Artemis: $2bn+ placed T2 · Dec 2024
OnRe · Company site T1
hyperexponential · Company site T1; Company: hyperoperator launch T1 · Jul 2026
Akur8 · Company site T1; The Insurer: Arius from Milliman T2 · Sep 2024
Gradient AI · Company site T1
Federato · Company site T1
Sixfold · Company site T1
Cytora · Company site T1; Insurance Journal: Applied acquisition T2 · Sep 2025
Send · Company site T1; Send: Duck Creek acquisition T1 · Jul 2026
Indico Data · Company site T1
Convr · Company site T1
Heron · Company site T1
FurtherAI · Company site T1
Kalepa · Company site T1
Pibit.AI · Company site T1
WriteRisk · CB Insights T3 · Oct 2026
mea Platform · Company site T1; Reinsurance News: Swiss Re T2 · 2024
Pace · Company site T1
Liberate · Company site T1
Bevaya (formerly Roots) · Company site T1
Otera (formerly DeepOpinion) · Company site T1
Dearborn Labs · Company site T1; CB Insights: Clearcover launch T3 · Oct 2026
General Magic · Company site T1
CoverForce · Company site T1
WaniWani · Company site T1; CB Insights: Tuio on ChatGPT T2 · Oct 2026
Quandri · Company site T1
ZestyAI · Company site T1
Nearmap / Betterview · Company site T1
CAPE Analytics · Company site T1; Moody's IR: agreement T1 · Jan 2025; MarketScreener: completion T2 · Jan 2025
Reask · Company site T1
EigenRisk · Company site T1
Previsico · Company site T1
Odin Space · Company site T1
CyberCube · Company site T1; Reinsurance News: 75% by GWP T2 · Oct 2025
Praedicat · Company site T1; Moody's IR: acquisition T1 · Sep 2024
Reserv · Company site T1
Shift Technology · Company site T1
Tractable · Company site T1
FRISS · Company site T1
CLARA Analytics · Company site T1
EvolutionIQ · Company site T1; CCC 8-K: acquisition completed T1 · Jan 2025
Sprout.ai · Company site T1
Clearspeed · Company site T1
Five Sigma · Company site T1
Snapsheet · Company site T1
Ledgebrook · Company site T1; AM Best via Business Wire: ratings T1 · Aug 2026
Corgi · Company site T1
Kettle · Company site T1; Bermuda Re Magazine: RLI T2 · Feb 2026
Counterpart · Company site T1
Shepherd · Company site T1
Delos · Company site T1; Insurance Journal T2 · Apr 2026
CompScience · Company site T1; Company: Nationwide & Swiss Re T1
Clearcover · Company site T1
Sola Insurance · Company site T1
District Cover · Company site T1
Ominimo · Company site T1
Lemonade · Company site T1
Descartes · Company site T1
Parametrix · Company site T1
FloodFlash · Company site T1
Coalition · Company site T1
At-Bay · Company site T1
Resilience · Company site T1
Armilla AI · Company site T1
AIUC · Company site T1; The Next Web: Lloyd's T2
Testudo · Company site T1; Coverager: $9.25M limits T2 · Mar 2026
Ollive · Company site T1
Guidewire · Company site T1; Guidewire Ventures portfolio T1
Duck Creek · Company site T1; Vista: acquisition T1 · Mar 2023; Send: Duck Creek acquires Send T1 · Jul 2026
Sapiens · Company site T1; Sapiens: Advent closing T1 · Dec 2025
Majesco · Company site T1; Thoma Bravo: acquisition T1 · Sep 2020
Applied Systems · Company site T1; Applied: Planck T1 · Jul 2024; Insurance Journal: Cytora T2 · Sep 2025
Verisk · Company site T1
Moody's (RMS) · Company site T1; Moody's IR: Praedicat T1 · Sep 2024; MarketScreener: CAPE completion T2 · Jan 2025
CCC · Company site T1; CCC 8-K: EvolutionIQ T1 · Jan 2025; Simpson Thacher: take-private T2 · Oct 2026
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