Insurance · Deep dive

Artificial Labs

London-market insurtech building the algorithmic rails for Lloyd's — a broker Contract Builder, an underwriter workbench and a Blueprint Two-compliant data layer for specialty and commercial risk.

emerging

The question that decides it: Artificial Labs is trying to become the standard algorithmic rail for the London Market — the Contract Builder brokers use to write MRCv3 slips, the workbench underwriters use at Lloyd's syndicates, and the data layer Blueprint Two settles on. Does it win that category — locking in a durable position as Lloyd's-market infrastructure with international pull-through — or do Lloyd's own Blueprint Two build-outs, PPL going native, Duck Creek's July 2026 acquisition of Send Technology, Verisk's own London Market underwriting platform (June 2025) and Applied Systems' 2025 acquisition of Cytora absorb the wedge before Artificial reaches escape velocity — particularly in the US?

My take ★★ Very interesting ★ Interesting − Maybe ✗ Not interesting

Snapshot

Artificial Labs is a London-based insurtech building the algorithmic rails for the Lloyd’s and London specialty market — a broker Contract Builder for MRCv3 slips, an underwriter workbench with document ingestion and rules-driven triage, and a data layer designed to be compliant with Lloyd’s Blueprint Two. Founded in 2013 by David King and Johnny Bridges as a software consultancy and pivoted into insurance during the 2015-2019 stretch, the company banked a $45M Series B on 3 February 2026 led by CommerzVentures, bringing total disclosed funding to roughly $72M. Named customers span Apollo, Chaucer, Convex, Lockton and PPL itself. The company has ~95 employees (March 2026, per Tracxn) and plans to roughly double post-round while pushing into the US. Its bet: that the London Market’s Blueprint Two modernisation creates a once-in-a-generation opening for a specialist to become the standard broker-and-underwriter surface, rather than a feature of the cores.

Founding story

Artificial did not start as insurance software. Johnny Bridges co-founded the company in the summer of 2013, straight out of UCL, with David King — initially as a software consultancy for large brands. The early book was marketing-heavy: work for consumer brands, then more data-driven builds, including a predictive-sales tool for BMW dealerships in the UK. In 2015 the team opened a Warsaw office alongside London, building out design and engineering. The pivot came from noticing that the hardest data problems the consultancy kept getting pulled into — extracting structure from unstructured, human-authored documents, then routing decisions on them — were sitting in insurance. Specifically, in the London Market: a specialty and commercial insurance ecosystem built around Lloyd’s syndicates, brokers walking slips between underwriter boxes, and a stack of Word documents, PDFs and spreadsheets that had never really been digitised. The team closed its seed round in 2019, dropped the consultancy work and became a pure insurtech aimed squarely at that market.

Bridges runs product and engineering as Co-CEO; King, previously CCO, was elevated to Co-CEO and runs commercial and industry positioning. He sits on the Insurtech UK board, appears regularly on Insurance Insider and InsTech panels, and is the face the market sees when it hears “Artificial.” The two-CEO structure works only if the split is real — product versus market — and by every public account it is. The uncomfortable version of the origin story is that the founders learned insurance from the outside, which is either the source of a fresh product or the reason they may keep hitting London-Market gravity harder than they expected. They did stay: thirteen years in, they are still here.

How it works

Focus on where Artificial physically sits in the London Market: between the broker’s placement system and the underwriter’s box at a Lloyd’s syndicate.

A submission starts as a broker’s slip — historically a Word document (“Market Reform Contract,” recently updated to MRCv3), often accompanied by emails, ACORD-adjacent forms and Excel exposure schedules. Artificial ingests those documents, extracts structured data using a mix of extraction models and rule-based parsers, and hands the broker Contract Builder — a templated, structured authoring tool that produces Blueprint Two-compliant contracts and the Core Data Record (CDR) Lloyd’s needs downstream. From the broker’s side, that means less hand-typing into Word, fewer contract-error rework loops, and — critically — an API into PPL that means the same structured slip can flow into the market’s shared placing platform.

On the underwriter side, Artificial’s algorithmic underwriting platform takes the same structured submission, evaluates it against a syndicate’s written appetite rules and prior-loss data, and routes it: automated follow decisions for delegated authority classes, augmented decisioning for the underwriter’s screen for more complex risks. The most concrete deployment is Apollo’s Smart Follow, live in the London Market since August 2023 across Marine Hull, General Aviation and Marine Cargo. Apollo’s Smart Follow agent reads CDR-compliant slip data from PPL and autonomously decides whether to follow each risk within pre-set appetite and authority parameters — an underwriting AI operating in production on Lloyd’s placements, not a slide. The Chaucer partnership (announced March 2020) covers high-volume specialty products with a fully digitised quote/bind/issue flow using Chaucer’s underwriting expertise and Artificial’s machine-learning models.

The mechanic that matters most: Artificial is trying to own both sides of the transaction at the point the document becomes data. If the broker writes the slip in Artificial and the underwriter reads it in Artificial, the friction (and error rate) that has justified Lloyd’s operational-cost problem for decades collapses.

Product and business overview

The product suite is now organised around three named surfaces plus supporting infrastructure.

Artificial Broker. The broker workbench and digital placement tools. Includes document ingestion (submission triage from email/Word/Excel), risk data enrichment, and the flagship Contract Builder — a structured authoring tool that produces MRCv3-compliant contracts and the Blueprint Two Core Data Record. Deployed inside Lockton in the UK (Nov 2023) and integrated into Placing Platform Limited (PPL) as of Jan 2024 under a long-term partnership.

Artificial Underwriter. The underwriting workbench: submission triage, appetite and rules-driven decisioning, algorithmic follow logic (Apollo’s Smart Follow), augmented underwriting for the underwriter’s desktop, integrations to PPL and downstream policy admin. Chaucer, Convex and Apollo are named production users; MS Amlin has been referenced via MS&AD Ventures’ investor position, though a live production deployment is not publicly confirmed.

Artificial Contract Builder. Called out separately because it is the wedge product for brokers and the piece with the deepest Blueprint Two dependency. It is what PPL is now shipping to its users under Artificial’s technology, covered under PPL’s existing Master User Agreement at no incremental cost — meaning Artificial is embedded in the market’s shared rail with the compensation model still to be scaled.

Artificial API and Onboarding. The connective tissue: APIs to PPL, brokers’ in-house systems, and downstream syndicate systems; onboarding tooling to configure appetite rules, ingest historical submissions and stand up a new syndicate line. Both sit under the platform banner rather than as separately marketed products.

The strategic claim is that the London Market — because it runs on a shared placing platform, standard slip formats and Lloyd’s-driven data standards — is the one large specialty market where a horizontal algorithmic rail can actually win, precisely because the incumbents (US-centric cores like Guidewire and Duck Creek) are less dominant here than at home.

Business model and pricing

Artificial is enterprise SaaS. Public pricing is not disclosed; consistent with London Market software procurement (Sequel, Whitespace, hyperexponential), realistic contract sizes are six-figure annual per broker/carrier deployment, moving into seven-figure territory for large syndicates or multi-line rollouts. Revenue is not disclosed. Management’s Feb 2026 framing — expecting to roughly double the company over the following 12 months — implies growth is comfortably ahead of standard SaaS burn plans but stops short of committing to an ARR number, which is meaningful. The PPL deal is the interesting one to watch: revenue there is bundled under PPL’s existing user agreement, so Artificial gains distribution across the entire London Market at the cost of not directly monetising every broker seat that touches Contract Builder. That is a classic infrastructure play — take the reach, monetise elsewhere — and it either compounds into a moat or leaves Artificial as unpaid plumbing.

Traction over time

The most credible external validation is not any single revenue number but the pattern of who has signed on: Chaucer (2020 next-gen underwriting platform partnership); Apollo (Smart Follow production deployment, Aug 2023); Lockton (Contract Builder rollout, Nov 2023); PPL (long-term partnership, Jan 2024) — a mix of a large syndicate, the world’s largest independent broker, and the market’s own shared placing platform. That the placing platform itself chose to embed Artificial’s contract technology is the single strongest structural signal in the story.

Market analysis

The London Market underwrites roughly £110-120bn of gross written premium each year across Lloyd’s, the company market and delegated authority; Lloyd’s alone reported £57.9bn of GWP in FY 2025, up 4.2% year-on-year on 10.3% volume growth (Lloyd’s Full Year 2025 results). Add reinsurance and specialty carriers writing through London and the addressable premium pool is comfortably above $150bn.

The software layer sitting on top of that is much smaller — low single-digit billions today for London-Market-specific systems (placement, workbench, contract authoring, pricing) — but is being deliberately reshaped by Lloyd’s Blueprint Two programme, which mandates a structured Core Data Record and modern digital processing across the market from 2024 onwards. Blueprint Two is the tailwind that makes Artificial’s product category exist at scale: the market has been told by its own institutions to become structured and API-first. It is also the risk — if Blueprint Two implementation guidance names a preferred vendor for contract authoring, everyone else’s TAM in that seat shrinks fast.

Zoom out: the broader P&C insurance underwriting-software market (Federato’s frame) was pegged near $7bn in 2025 growing to ~$13bn by 2030 (Mordor Intelligence, 2025). Artificial’s realistic near-term TAM is a slice of that concentrated in London and internationally-facing specialty carriers, expanding to the US via specialty and E&S lines.

Competitive intel

Split the field the way carriers do.

Direct London-Market workbench competitors. Send Technology was the closest UK analogue for an underwriting workbench — until Duck Creek acquired it in July 2026, folding a modern workbench inside a US core vendor. That is a mixed development for Artificial: Send loses its independent-vendor status in London while Duck Creek gains a serious London-Market wedge. Verisk Specialty Business Solutions (formerly Sequel) launched a next-generation London Market underwriting platform in June 2025 — a public-company balance sheet aimed at the same syndicate seat, with the incumbent Sequel install base as a moat.

Intake and pricing adjacencies. Cytora attacks the submission-intake end and is now owned by Applied Systems (Sep 2025 acquisition, described in trade press as a $300M-plus bet), gaining broker-management distribution. hyperexponential (~$91M raised, $73M Series B Jan 2024 led by Battery Ventures with a16z) owns the pricing decision-intelligence layer with insurers writing $37B+ of premium annually on hx Renew — often complementary to Artificial today, competitive to the extent every incremental algorithmic-underwriting dollar could go either place.

The infrastructure question. Placing Platform Limited is Artificial’s biggest distribution partner and Artificial’s biggest strategic dependency. Whitespace is the parallel Lloyd’s e-placement rail. If either builds native contract authoring — or if Lloyd’s Blueprint Two implementation guidance blesses a competing vendor — the Contract Builder wedge narrows sharply.

The US question. In the US, Artificial faces Federato ($180M+ raised, Goldman-led Series D Nov 2025), Kalepa (specialty AI workbench), the cores (Guidewire, Duck Creek/Send, Sapiens), and in-house data-science teams at large carriers. None of these are London-market-native, which is Artificial’s strongest edge — and also its constraint, because London-market DNA does not automatically translate to E&S submissions arriving in Excel from a US wholesale broker.

History and evolution

• Summer 2013 — Founded in London by David King and Johnny Bridges as a software consultancy after Bridges graduated from UCL.
• 2015 — Warsaw office opened alongside London to build out engineering.
• 2015-2019 — Gradual pivot from consultancy (BMW predictive-sales tool, marketing/data work) to insurance software.
• 2019 — Seed round closed to fund the pivot and build out the broker/underwriter network.
• Mar 2020 — Chaucer partnership announced: next-generation underwriting platform for high-volume specialty products.
• May 2021 — £9.5M Series A led by Force Over Mass Capital (with Mundi Ventures, No.9, MS&AD Ventures); company reports partnerships with Convex, Chaucer, Aon and AXIS.
• Aug 2023 — Apollo Smart Follow goes live across Marine Hull, General Aviation and Marine Cargo — an algorithmic follow underwriter operating on Lloyd’s placements.
• Nov 2023 — Lockton UK partnership to roll out Contract Builder for MRCv3.
• Jan 2024 — Long-term partnership with PPL: Contract Builder rolled into PPL under existing Master User Agreement.
• Feb 2024 — £8M Series A+ led by Augmentum Fintech (MS&AD Ventures and FOMCAP IV following).
• Sep 2025 — Applied Systems acquires Cytora (competitive backdrop shifts materially).
• Jun 2025 — Verisk launches Sequel-branded London Market underwriting platform.
• 3 Feb 2026 — $45M Series B led by CommerzVentures (with Move Capital Fund I, existing investors Augmentum, 6 Degrees Capital, FOM, TrueSight); US expansion announced.
• Jul 2026 — Duck Creek acquires Send Technology, bundling the closest UK workbench competitor inside a core vendor.

Public stumbles are notably absent. That is either genuine — Artificial has moved slowly and deliberately for a thirteen-year-old company — or the surface layer of a company that took years to find its wedge and has not yet been stress-tested at scale.

What people say

The case for. The most persuasive evidence is structural: PPL, Lockton, Apollo and Chaucer choosing Artificial is not the kind of endorsement insurtech usually gets. The PPL deal in particular — the market’s own placing platform embedding Contract Builder — is a validation almost no competitor can match, and it explains why CommerzVentures underwrote the Series B despite a modest headcount and undisclosed revenue. Augmentum Fintech’s public thesis note from 2024 framed the investment around Artificial’s ability to become a Lloyd’s-adjacent platform rather than a point tool. On Glassdoor (a small sample of reviews), employees describe a fast-moving team, founders who are seen as genuinely engaged, and meaningful professional-development opportunities.

The complaints. The Glassdoor sample is thin (roughly four reviews), which is itself a soft signal — a company of ~95 people that has been operating for thirteen years should have more employee reviews visible. Reviewers flag internal cross-team communication as an area that has been improving, which suggests it was a real friction point earlier. More strategically damaging: outside the immediate London Market, Artificial has limited brand recognition, and the Series B thesis rests heavily on translating that Lloyd’s-native pole position into a US specialty and E&S business where the buyers do not care about MRCv3 slips. And the market itself is closing in: the July 2026 Duck Creek/Send deal bundles a workbench with a core; the Sep 2025 Applied/Cytora deal bundles intake with broker distribution; Verisk’s June 2025 launch throws public-company weight at the London Market seat directly. Artificial has thirteen years of relationships and a genuine Blueprint Two moat — and three well-capitalised strategic acquirers now hunting exactly the same customers.

Outlook: the open question

Artificial’s outcome turns on whether it becomes Lloyd’s-market infrastructure — the standard rail Blueprint Two runs on, with international pull-through — or gets absorbed into someone else’s stack before it reaches escape velocity. The bull case is straightforward: PPL has embedded Contract Builder into the market’s shared placing platform (Jan 2024); Apollo is running an algorithmic follow underwriter in production on Lloyd’s placements (Aug 2023); Lockton has adopted Contract Builder for MRCv3 (Nov 2023); Chaucer has been on the platform since 2020; and CommerzVentures has now underwritten a $45M Series B (Feb 2026) to expand into the US. Blueprint Two is a once-in-a-generation modernisation that a specialist with Lloyd’s-native product can capture in a way that US-centric cores cannot easily copy.

It works if three things happen. First, Artificial is named or effectively blessed as a preferred vendor in Blueprint Two implementation guidance for contract authoring and CDR generation — the difference between an infrastructure moat and a nice partnership. Second, at least three Lloyd’s-managing-agent-scale customers sign multi-year renewals through 2027-2028, proving that year-one pilots convert to sticky spend at production scale. Third, the US expansion produces at least one lighthouse specialty or E&S carrier — the test that the London Market DNA translates, and that Artificial can compete with Federato, Kalepa and the cores on their home turf.

It stalls if the market absorbs the wedge. Duck Creek/Send (Jul 2026), Applied/Cytora (Sep 2025) and Verisk’s Specialty Business Solutions launch (Jun 2025) are three concurrent moves by well-capitalised strategics to own exactly the surfaces Artificial is trying to own — from the broker CRM, from the pricing/pricing-adjacent core, and from the incumbent Sequel install base. If Blueprint Two implementation guidance goes to a competing vendor, if PPL builds native contract authoring, or if a Duck Creek-plus-Send bundle proves that carriers prefer a core-plus-workbench single vendor to a best-of-breed stack, Artificial is a strong company in a category that has been collapsed underneath it. The Series B buys ~24 months to get the answer. Watch PPL’s next platform release, Blueprint Two vendor guidance, and the first US logo.

How a challenger would attack it

The wedge is the US, and the weapon is the LLM. Artificial’s moat is thirteen years of London-market relationships and MRCv3/Blueprint Two compliance — assets worth nothing in the E&S market it now has to win to justify a $45M Series B. A challenger would skip London entirely and attack the US specialty market Artificial is only now entering, where Federato and Kalepa already have home-turf position and Artificial’s CDR expertise reads as irrelevant. The technical attack: Artificial’s ingestion layer was built pre-LLM on “a mix of extraction models and rule-based parsers” tuned to standardized slip formats. Modern foundation models make unstructured-document extraction — the hard problem Artificial spent a decade on — close to commodity, and they handle the messy Excel-from-a-wholesale-broker submissions that London-format parsers don’t. A second vector is the PPL deal itself: Contract Builder ships to every PPL user at no incremental cost, so Artificial has broad reach but an unproven monetization path. A challenger with a per-seat or per-slip pricing model funded to undercut can force Artificial to defend revenue it never actually booked. Third, sell the bundle: Duck Creek/Send proved carriers may prefer core-plus-workbench from one vendor; a challenger partnering with a core beats a standalone rail on procurement simplicity.

Same playbook, new buyer

Same rail, different specialty hub. Artificial’s playbook — embed contract authoring into the market’s shared placing infrastructure, then own both broker and underwriter surfaces — is portable to any specialty market with a central rail and a modernization mandate. The obvious targets: Bermuda’s reinsurance market, Singapore and Dubai’s growing specialty hubs, and the US wholesale/E&S channel, where the “placing platform” role is played by wholesale brokers like Amwins and RT Specialty rather than a PPL. Building Contract Builder for a wholesale broker’s proprietary portal replicates the Lockton/PPL move in a market ten times larger. Artificial can’t chase all of these: its entire product identity is MRCv3 and the Core Data Record, its ~95-person team is committed to doubling around a single US push, and its Blueprint Two positioning — the thing PPL and Lloyd’s syndicates bought — is precisely what doesn’t transfer. A second shift: downmarket to MGAs and smaller syndicates priced per-slip instead of six-figure enterprise contracts, a segment London-market procurement norms have trained Artificial to ignore.

Sources and further reading

• Artificial Labs raises $45M Series B to accelerate global growth (Artificial Labs, 3 February 2026)
• Artificial Labs Raises $45M in Series B Funding (FinSMEs, February 2026)
• London insurtech Artificial Labs nabs $45M to take digital underwriting stateside (Tech Funding News, February 2026)
• Artificial Labs raises £8M Series A+ round to drive growth (Artificial Labs, February 2024)
• Artificial raises £9.5m Series A funding round (Artificial Labs, May 2021)
• PPL and Artificial Labs sign long-term partnership (Placing Platform Limited, January 2024)
• Lockton partners with Artificial in the UK to implement new digital Contract Builder (Artificial Labs, November 2023)
• Apollo and Artificial Labs announce Smart Follow collaboration (Artificial Labs, August 2023)
• Chaucer Partners with Artificial Labs to Offer ‘Next Generation’ U/W Platform (Insurance Journal, March 2020)
• Duck Creek Acquires Send Technology (Duck Creek, July 2026)
• Applied Systems Acquires Cytora to Expand Insurance AI (Insurance Innovation Reporter, September 2025)
• Verisk Launches Underwriting Platform For London Market (Insurance Edge, June 2025)
• Lloyd’s announces full year results 2025 (Lloyd’s, 2026)
• hyperexponential Raises $73m Series B (BusinessWire, January 2024)
• Artificial Labs — Funding & Investors (Tracxn, accessed August 2026)