Fourtix
Healthcare · Applied AI

Claimlyt

AI that fights insurance claim denials end-to-end — 30–45 minutes of specialist work cut to under 3 minutes per appeal.

Industry
Healthcare revenue cycle
Region
United States
Stage
Flagship venture
Built
Multi-agent AI pipeline + claim-lifecycle dashboard
Healthcare · Applied AIFlagship

A multi-agent pipeline that drafts, checks, and submits insurance appeals.

30–45m → <3mper appeal
claimlyt/pipeline
30–45m → <3m
retrieve · LCD L34 payer policy matched
draft · evidence-backed appeal generated
critique · citations verified
submit · queued to Aetna
The pipeline
PerceptionRetrievalPlannerToolsDraftingCritiqueFinalize
The problem

What was broken

US insurers deny over $260 billion in claims annually. Writing appeals takes 30-45 minutes per claim, causing providers to write off significant revenue.

The solution

What we built

A 7-node multi-agent AI pipeline that retrieves guidelines, drafts evidence-backed appeals, runs quality checks, and submits automatically.

The outcome

What shipped

Appeal generation cut to under 3 minutes. Providers recover denied funds effortlessly.

Built with
SvelteKitFastAPILangGraphMSSQLBullMQRedisGeminipgvectorStripeAWS S3Puppeteer

Reflects designed capacity from the build; live numbers verified per engagement.

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Let's build something that ships.

You'll talk to a founder, not a sales rep. Tell us what you're building and we'll tell you how we'd ship it.