9 AI Workspaces for Insurance Teams to Know in 2026 (Market Map)

Nine vendors dominate the conversation about AI workspaces for insurance. And, interestingly, the question buyers actually ask about them is not "which is best," but "who else like us is already using this, and can I check?"

That’s why in this article, we offer you a market map of publicly named customers. For each of the nine vendors, it lists the insurance organizations that have been named in a press release, a customer's own announcement, a vendor case study or the trade press, with the segment each one sits in. This article does not rank the vendors, score them or recommend one. Every company below can be traced back to a public source, and the ones that cannot be are marked as such.

If you want a ranked evaluation with weighted criteria and a shortlist, that is a different job and a different page: see our guide to the best AI platforms for insurance. And if you want the underlying concepts rather than the vendors, start with AI for underwriting.

Key takeaways

• Across the nine vendors, more than 100 insurance organizations have been publicly named as customers. Disclosure is wildly uneven: two vendors account for nearly half of them.
• Segment coverage is narrower than the marketing. Every vendor sells to "carriers, MGAs and brokers." Only two vendors have a publicly named broker customer. Only two have a publicly named reinsurer.
• Roots Automation rebranded to Bevaya in May 2026. Coverage that still calls it Roots, including earlier versions of this page, is out of date.
• Several buyers appear against more than one vendor. QBE, Markel, Arch, Zurich, Generali, Tokio Marine and Skyward Specialty each show up twice, usually in different business units or different functions. Nobody in this market is winning a carrier outright.
• The weakest evidence in the whole map is the logo wall. Four vendors name companies on their websites with no case study, no quote and no date behind them. Those are listed separately here rather than counted.

How to read this map

The map answers one question: who uses what, and where do they sit in the market?

It is deliberately not a ranking. The nine vendors do overlapping but genuinely different jobs (submission intake is not claims fraud detection, and a workers' compensation risk model is not an underwriting workbench), so a single ordered list would flatten distinctions that matter more than the ordering does. Vendors appear alphabetically.

Read it in one of two directions:

• By vendor, if you have a shortlist and want to know who is already live and whether you can get a reference call.
• By segment, if you want to know which vendors have proven themselves in your part of the market — specialty carrier, MGA, wholesale broker, TPA, self-insured pool.

The second cut is at the bottom of the page, and it is the one most buyers find useful.

How this map was built

The rule for inclusion is a public source naming a specific company.

Counted: companies named in a vendor press release, a customer's own announcement or investor communication, a named case study, or trade press coverage.

Listed but flagged: companies appearing only as a logo on a vendor website, or only in an undated vendor testimonial, with no case study or announcement behind them. Logo walls are the weakest form of public naming: they carry no date, no use case and no confirmation the engagement is current.

Excluded from the counts: anonymous references ("a top-10 carrier", "a leading TPA"), which most vendors use heavily and which cannot be verified by a reader; investors, which are routinely mistaken for customers in this market; and technology, channel and implementation partners.

That last exclusion matters more than it sounds. Guidewire has invested in Sixfold and in Indico Data, named Shift Technology its strategic anti-fraud partner, and runs the Vanguards program Bevaya belongs to — four different relationships, and none of them a customer relationship. Sixfold's website lists Admiral, Aviva, AXA, Beazley, IAG, Liberty, QBE, Sompo, Tokio Marine, and Zurich, but as clients of Sollers Consulting, its implementation partner. Liberty Mutual Strategic Ventures invested in Roots Automation; that is not the same as Liberty Mutual using the product. QBE and Starr both invested in Cytora and later became customers, which is a real dual relationship and is flagged as one.

[Research current as of 28 August 2026].

The market map at a glance

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Counts are of distinct insurance organizations named in a public source as of 28 August 2026. They measure disclosure, not size — Shift's 38 reflects eleven years of press releases, and several vendors have far more customers than they name.

Cytora (Applied Systems)

Publicly named customers: Zurich Insurance, Allianz (Global Commercial), Beazley, Markel UK, Chubb North America, Arch Insurance, HDI Global, Tokio Marine HCC (Cyber & Professional Lines), TransRe, QBE European Operations, Octave Specialty Group, C-Quence, Ecclesiastical, Starr Insurance.

Logo-only, no case study found: Everest, Liberty Mutual, James River.

Segment shape: the most carrier-weighted list in the map, and the only one with a named pure reinsurer. TransRe uses it on facultative submissions. Octave Specialty Group is an MGA platform rather than a single MGA, which is a different buying pattern — one contract covering a portfolio of underwriting businesses.

What the deployments look like: Zurich is the largest disclosed rollout, live in five countries in May 2026 with a stated path to more than twenty markets. Markel UK published a 113% increase in gross written premium per underwriter. Chubb's deployment is on claims documents rather than underwriting, which is worth noting if you are told this is an underwriting-only tool.

Two things to get right. Cytora was acquired by Applied Systems in September 2025, so the buying relationship now runs through Applied's stack rather than a standalone contract. And the widely repeated Travelers connection is not a Cytora deployment: Travelers is the first anchor carrier partner in Applied's "submissionless" commercial experience, announced 8 July 2026 and described in future tense. It is an announced program, not a live reference.

Federato

Publicly named customers: QBE North America, Ascot Group, Velocity Risk, MISSION (Mission Underwriters), HDVI, Redline Underwriting, Propeller Bonds, Frederick Mutual, Ascendex Underwriters, Hyundai Insurance (US), Hawaiian Hurricane Group, Insurate.

Vendor-asserted, no independent source: Nationwide and Palomar appear as executive quotes on Federato's carrier page with no date and no trade-press confirmation. Wholesure appears as a homepage logo only.

Segment shape: the clearest MGA-and-mutual story in the map. Mission Underwriters is a program incubator, Redline is a Lloyd's coverholder writing facultative reinsurance into Latin America, HDVI is a commercial-auto MGA, Propeller is a surety MGA now owned by Arch. Frederick Mutual, founded in 1843, is at the opposite end of the spectrum.

What the deployments look like: QBE North America is the flagship — 300-plus underwriters, seven-plus lines of business consolidated, an eight-week implementation. Velocity Risk published a drop in time-to-quote from 21.8 days to 2.3.

Worth knowing: Federato launched claims capability in August 2026, so it is no longer underwriting-only. If you are comparing against a 2025 evaluation, that scope has moved.

FurtherAI

Publicly named customers: Upland Capital Group, Leavitt Group, McGowan Excess & Casualty, Novacore, Lynx Specialty, RMA Insurance, Euclid Program Managers, Euclid Security Programs, Accelerant Risk Exchange.

Segment shape: the widest segment spread relative to customer count — a specialty carrier (Upland), a national retail broker (Leavitt Group), an excess and casualty MGU (McGowan), a program manager running 20-plus programs (Novacore), and a specialty risk exchange (Accelerant). Leavitt Group is one of only three publicly named brokers anywhere in this map.

What the deployments look like: the named work spans more of the policy lifecycle than most — Leavitt Group on loss runs, proposals and policy comparison; McGowan on submission intake and appetite triage at clearance; Novacore on underwriting audit alongside intake; RMA Insurance on claims.

Worth knowing: an earlier version of this page named Starwind Specialty as a FurtherAI customer. We could not find a public source for it, so it has been removed. Sourcing standards have to apply to our own entry first or the map is worthless.

Gradient AI

Publicly named customers: in workers' compensation and P&C — The MEMIC Group, Service Lloyds, AmFed, Builders Insurance Group, The Builders Group, BTIS, Columbia Insurance Group, Signal Mutual, CCMSI, ATTIC, Engage PEO. In group health and medical stop-loss — Allied National, True Captive, Skyward Specialty, Bardon Insurance Group, Medical Risk Managers, The Provant Group, Roundstone, Western Skies MGU, ATS Underwriting, Questco, Prodigy Health, PrestigePEO, Breckpoint, Michigan Planners, Evolution Risk Partners, North Carolina League of Municipalities, Community Health Options.

Segment shape: the outlier, and the most useful entry in the map for anyone outside a traditional carrier. It is the only vendor with named PEOs (Engage, Questco, PrestigePEO), a named risk pool (North Carolina League of Municipalities), a named self-insured fund (The Builders Group), named captives (True Captive, Roundstone) and named TPAs (CCMSI, Allied National). Two of its customers are benefits brokers and consultants rather than insurers at all.

What the deployments look like: two distinct businesses sharing a data lake. Workers' compensation and commercial P&C buy risk scoring, claims triage and reserving. Group health and medical stop-loss buy SAIL, which quotes small groups that were previously not quotable.

Worth knowing: watch the two "Builders." Builders Insurance Group is an Atlanta mutual; The Builders Group is a Minnesota self-insured workers' compensation fund. They are separate customers and are frequently merged into one.

Indico Data

Publicly named customers: AXA XL, Markel, Allstate, Convex Insurance, HDI Global US.

Logo-only, no case study found: Everest, Aspen, Berkshire Hathaway Specialty Insurance, Aviva — and Aviva Ventures is an investor, so treat that logo with particular care.

Segment shape: carriers only. Despite marketing an MGA segment and a life-carrier page, every publicly named Indico customer is a P&C or specialty carrier. Several also write reinsurance; none is named as a reinsurer, MGA, broker or TPA.

What the deployments look like: document intake at volume, in both underwriting and claims. Markel is named in two separate stories, one on underwriting intake and one on FNOL claim setup inside Guidewire ClaimCenter. Convex has the strongest evidence of the set — a joint press release with a named executive quote.

Worth knowing: the frequently cited AXA XL figure of an 80% reduction in submission processing time comes from a single vendor case-study page, carries no named speaker, and has no AXA XL confirmation anywhere. The page was originally published as an anonymous "top 10 global insurer" story in March 2025 and rewritten to name AXA XL in February 2026. Cite it as a vendor claim or not at all.

Kalepa

Publicly named customers: W. R. Berkley Corporation, Admiral Insurance Group, Arch Insurance North America, Munich Re Specialty North America, James River, Canopius US, Bowhead Specialty, SECURA Insurance, North Star Mutual, Merchants Insurance Group, AmRisc, Paragon Insurance Holdings, Hinterland Insurance, NEC Specialty, Bishop Street Underwriters, Avid Insurance Services, Landmark Underwriting, Beyond Risk.

Segment shape: the deepest specialty and E&S list in the map, and the strongest showing among MGA platforms. Bishop Street Underwriters and Beyond Risk are both holding structures that bought once and deployed across member MGAs — Bishop Street later extended to its London businesses, Avid and Landmark. If you are an MGA inside a platform, that is the buying pattern to look at.

What the deployments look like: the underwriting workbench sits at submission ingestion, clearance and triage. Arch's E&S casualty team in the Southeast published the most concrete underwriter-level claim in the map — roughly double the accounts reviewable in a day, attributed to a named AVP.

Worth knowing:  every publicly named Kalepa customer is a risk-bearing underwriting operation — carriers, E&S writers and MGAs. None is a retail or wholesale broker, a third-party administrator, or a self-insured employer. Two, Munich Re Specialty North America and Canopius US, are the primary-underwriting arms of groups better known for reinsurance.

Bevaya (formerly Roots Automation)

Publicly named customers: Eastern Alliance Insurance Group, Frontline Insurance, Pearl Holding Group, Berkshire Hathaway GUARD, American Exchange, Protective Insurance.

Logo-only, no case study found: Berkshire Hathaway Specialty Insurance, SCOR, The Zenith, Carisk Partners, Engle Martin, Custard Insurance Adjusters, Progressive Fleet, Pearl Insurance.

Segment shape: the claims-operations end of the market, and the only vendor with named independent adjusters and TPA-shaped businesses — Engle Martin, Custard Insurance Adjusters and Carisk Partners, all on the logo wall rather than in case studies. 

What the deployments look like: document-heavy back-office work. Eastern Alliance took claims mail indexing from five days to under an hour. Frontline Insurance runs both claims and commercial underwriting on InsurGPT.

Worth knowing — the name changed. Roots Automation became Bevaya on 28 May 2026; rootsautomation.com now redirects. The legal entity is unchanged and older case studies have been retitled. Any 2026 content still calling this vendor Roots Automation, including the previous version of this page, is stale.

Shift Technology

Publicly named customers (38, most recent first): Covéa Insurance UK, AXA (group, 15 markets), AXA Switzerland, Tokio Marine & Nichido, Shelter Insurance, Elephant Insurance, Central Insurance, Direct Assurance, Markerstudy, Amica Mutual, Saludsa, Economical Insurance, SAISON Automobile & Fire, Macif / Aéma Groupe, Buckle, First Central, La Banque Postale Assurances IARD, Génération, Aréas Assurances, Admiral Seguros, Luko, MAPFRE, Tokio Marine Indonesia, Falcon Insurance, iA Auto and Home, MetLife Japan, Aioi Nissay Dowa, Cigna, Seguros Banorte, Suravenir Assurances, Generali France, L'olivier Assurance, Ethias, FWD Singapore, CNA Financial, Mitsui Sumitomo Insurance, Mitsui Sumitomo Seguros, Assurant. Plus three industry bodies: the UK Insurance Fraud Bureau, Singapore's General Insurance Association and France's ALFA.

Segment shape: the most international list by a wide margin — 30-plus countries, and the only vendor here with named health insurers (Cigna, Saludsa, FWD Singapore), a named life insurer (MetLife Japan), named European mutuals (Macif, Amica, Aréas) and named industry fraud bureaus. It is also the only vendor whose customer base includes collective, industry-level deployments.

What the deployments look like: claims fraud detection is the entry point almost every time, with subrogation, underwriting fraud, claims automation and financial crime added later. Elephant and Central both show that expansion path in public. La Banque Postale runs 100,000-plus household claims a year at 84% straight-through.

Worth knowing: Shift is the oldest and largest vendor in this set — founded 2014, $320M raised, 120-plus customers in 30-plus countries by its own count. The 38 above are the disclosed subset. Also note that "Generali uses Shift" means Generali France on claims fraud; the Generali entity working with Sixfold is Global Corporate & Commercial on cyber underwriting. Different companies inside one group, different jobs.

Sixfold

Publicly named customers: Skyward Specialty Insurance Group, Zurich North America, Generali Global Corporate & Commercial, AXIS Capital, Guardian, Mosaic Insurance, New York Life.

Segment shape: large carriers, and unusually for this map, both P&C and life. Guardian and New York Life are life and health; Zurich, AXIS, Generali GC&C and Skyward are P&C and specialty. No MGA, broker, TPA or reinsurer is publicly named.

What the deployments look like: submission assessment against appetite, with the underwriter keeping the decision. Zurich North America went from four offices in January 2025 to 30 offices and 200-plus underwriters. Generali GC&C reports 90%-plus underwriter adoption on cyber and has made the tool a required input on every quote — adoption depth being a more interesting signal than logo count. AXIS processed 15,000 applications in the first month.

Worth knowing — a common miscount. Sixfold's site lists Admiral, Aviva, AXA, Beazley, IAG, Liberty, QBE, Sompo, Tokio Marine, and Zurich. Those are clients of Sollers Consulting, its implementation partner, not Sixfold customers, and they appear in aggregated vendor lists elsewhere as if they were. Zurich is the only company on that list independently confirmed as a Sixfold customer. Guardian and New York Life rest on vendor sources alone.

Who is live in your segment

The cut most buyers want. A vendor appears here only where a named customer of that type exists in a public source.

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Three things fall out of this table.

‍Brokers are barely served. Every vendor lists brokers as a target segment. Two have a publicly named one. If you are a broker, you are buying into a thinner reference base than the marketing implies, and you should ask for a broker reference by name.

‍Reinsurance is nearly empty. Two named reinsurance relationships across nine vendors, both facultative. Treaty reinsurance has no publicly named deployment in this set at all.

‍One vendor owns the self-insured and alternative-risk end. Gradient AI is the only vendor with named PEOs, captives, pools and self-insured funds. That is not a quality judgment about the others, though, it reflects that they sell to a different buyer.

Buyers who appear twice

Overlaps are the most useful signal in a market map, because they show where a category is genuinely contested and where one vendor's win did not foreclose another's.

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The pattern across all nine: no vendor has locked a group. Carriers are buying per unit, per region and per function, and the same name appearing on two vendor websites usually means two different teams, not a switch.

What this map does not tell you

Worth being explicit, because a map like this is easy to over-read.

• Naming is not size. Shift's 38 names reflect eleven years of announcements; a vendor with seven names may have seventy customers and a quieter PR function.
• Announcements are not current status. Nearly every source here is an announcement. None confirms the deployment is still live, still in scope, or renewed. Federato's Insurate reference dates from 2022 and has never been mentioned again.
• Vendor sources dominate. Most of these names come from vendor press releases and case studies. Only a minority — Arch, W. R. Berkley, James River, Eastern Alliance, Skyward, Convex, Travelers-via-Applied and a handful of others — have customer-side or independent trade-press confirmation.
• Results claims are not audited. Every performance figure quoted above is as-published by the vendor or customer. Where a figure has no named speaker behind it, we have said so.
• A named customer is not a fit assessment. That a peer bought something tells you the vendor can sell and implement in your segment. It tells you nothing about whether the tool suits your book, your systems or your data.

For the ranked, criteria-weighted version of this decision, use the best AI platforms for insurance guide. For commercial and specialty specifically, see AI tools for commercial underwriting. For the mechanism and the benchmark data behind the results claims, see how AI improves underwriting.

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REFERENCES

^{Ascendex Underwriters. "Ascendex Underwriters Sets a New Standard in Specialty Underwriting." ascendexuw.com}

^{Beazley. "Beazley and Cytora Partner to Streamline Insurance for Brokers and Clients." beazley.com}

^{Berkshire Hathaway GUARD Insurance Companies. "Carr Speaks on the Impact of Digital Coworkers." guard.com}

^{Bevaya. "Case Studies." bevaya.ai}

^{Business Wire. "The Builders Group Leverages Gradient AI to Streamline Claims and Underwriting for Workers' Compensation Insurance." businesswire.com}

^{Business Wire. "Upland Capital Group Chooses FurtherAI as Strategic AI Partner to Transform Underwriting." businesswire.com}

^{Coverager. "Sixfold Raises $30M Series B." coverager.com}

^{Cytora. "Customers." cytora.com}

^{Cytora. "Markel Records 113% Productivity Increase in Its Underwriting Team Following Cytora Partnership." cytora.com}

^{Federato. "Case Studies." federato.ai}

^{Federato. "How QBE NA Is Digitally Transforming Underwriting with RiskOps." federato.ai}

^{FF News. "AmRisc Selects Kalepa as Strategic AI Partner." ffnews.com}

^{FinTech Global. "Covéa Deploys Shift Platform to Modernise Fraud and Risk Controls." fintech.global}

^{FinTech Global. "Kalepa and SECURA Drive Efficiency in Commercial Insurance." fintech.global}

^{FurtherAI. "Customers." furtherai.com}

^{FurtherAI. "McGowan Excess & Casualty Selects FurtherAI." furtherai.com}

^{GlobeNewswire. "Skyward Specialty and Sixfold Partner to Advance AI-Powered Underwriting." globenewswire.com}

^{Gradient AI. "Press and Case Studies." gradientai.com}

^{Indico Data. "Customer Stories." indicodata.ai}

^{Indico Data. "Indico Data Partners with Convex Insurance to Speed Up and Simplify Submission Intake." indicodata.ai}

^{Insurance Innovation Reporter. "CIO Owen Williams on Scaling Ascot's Digital Backbone." iireporter.com}

^{Insurance Innovation Reporter. "James River Selects Kalepa's AI Platform to Enhance E&S Underwriting." iireporter.com}

^{Insurance Journal. "C-Quence Partners with Cytora for Commercial Insurance Data." insurancejournal.com}

^{Kalepa. "News." kalepa.com}

^{Paragon Insurance Holdings. "Paragon Insurance Holdings Selects Kalepa's Copilot to Transform Underwriting Operations." paragoninsgroup.com}

^{PR Newswire. "Aviva Ventures Completes Strategic Investment in Indico Data." prnewswire.com}

^{PR Newswire. "Eastern Alliance Achieves 100x Improvement in Processing Speed with Roots Automation's AI-Powered Digital Coworker." prnewswire.com}

^{PR Newswire. "Federato Announces $80 Million Raised to Bring RiskOps to Insurance." prnewswire.com}

^{PR Newswire. "Frontline Insurance Selects Roots' Insurance AI Agent Platform to Enhance Claims and Underwriting Service Levels." prnewswire.com}

^{QBE. "QBE Partners with Cytora." qbe.com}

^{Reinsurance News. "Cytora and Octave Partner to Strengthen AI-Powered Operations for MGAs." reinsurancene.ws}

^{Reinsurance News. "Kalepa Expands Technology Partnership with W. R. Berkley Corporation Affiliate." reinsurancene.ws}

^{Reinsurance News. "TransRe Collaborates with Cytora to Enhance Facultative Risk Processing Efficiency." reinsurancene.ws}

^{Reinsurance News. "Zurich Insurance Scales Cytora AI Platform Across Global Underwriting Operations." reinsurancene.ws}

^{Shift Technology. "Customer Stories and Newsroom." shift-technology.com}

^{Sixfold. "Case Studies." sixfold.ai}

^{Skyward Specialty Insurance Group. "Skyward Specialty and Sixfold Partner to Advance AI-Powered Underwriting." skywardinsurance.com}

^{The Insurer. "FurtherAI's Gour and Euclid's Colis on AI: It Enhances Our Moats, It Doesn't Create." theinsurer.com}

^{Tokio Marine HCC. "Tokio Marine HCC Announces Strategic Collaboration with Cytora." tmhcc.com}

^{Travelers. "Applied Announces Submissionless Commercial Insurance Experience with Travelers as First Anchor Carrier Partner." travelers.com}

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DISCLAIMER

This article is for general informational purposes only and does not constitute legal, regulatory, compliance, underwriting, or other professional advice. The content reflects information available as of the date of publication, and FurtherAI undertakes no obligation to update it as laws, regulations, or AI technologies evolve. 

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