AI development for insurance
We build AI for US insurance carriers and insurtech startups: claims triage and automation, underwriting support, document extraction, and policy assistants that handle the paperwork-heavy parts of the business.
No sales script. You talk to the engineers who'd build it.
Our team works a shifted day so you get real-time standups and same-day turnarounds across US time zones, not next-morning replies.
Every line of code, model weight, and prompt is yours from day one. NDAs and clean IP assignment are standard, not an upsell.
You work directly with the engineers building your system. No account managers sitting between you and the people writing code.
We move from scoping to a working system in production in weeks. Most engagements ship something usable inside the first month.
What we build
Concrete systems we ship, tuned to your data and your stack.
Claims automation
Triage claims, extract details from submissions, and flag likely fraud with the evidence attached.
Underwriting support
Pull risk signals from documents and data so underwriters decide faster with a clear trail.
Document extraction
Turn ACORD forms, policies, and loss runs into structured data automatically.
Policy assistants
Answer policyholder and agent questions grounded in the actual policy language.
How we work
Scope & evals
We pin down what success means and build the evaluation set before writing the feature, so quality is measured, not guessed.
Build in the open
Weekly demos against real data. You see progress every week and can change direction before it gets expensive.
Ship & instrument
We deploy with logging, cost tracking, and guardrails in place, then tune against production traffic.
Hand off or stay
Take the keys with full docs, or keep us on for iteration. Either way you're never locked in.
Questions, answered
How do you handle compliance and auditability?
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Every automated decision logs its inputs, evidence, and reasoning. Regulators and auditors can trace exactly why the system did what it did.
Can it read ACORD forms and legacy documents?
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Yes. We extract from ACORD forms, scanned PDFs, and legacy formats, with a confidence threshold that routes unclear cases to a human.
Will it integrate with our policy admin system?
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We integrate over your existing APIs and data feeds rather than asking for a migration. The AI layer sits on top of your core systems.
How do you prevent wrongful claim denials?
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The system recommends and explains; it doesn't auto-deny. Decisions that affect a policyholder keep a human in the loop with full context.
Let's scope your build.
Tell us what you're trying to ship. We'll tell you honestly whether AI is the right tool and what it would take.
Start the conversation