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Health insurance

Almara

Claims settled before the file gets cold

Almara: Claims settled before the file gets cold

Client identities and brand marks are anonymised. Names, logos and interfaces shown are not real companies or real projects.

Sector
Health insurance
Location
Abu Dhabi, UAE
Year
2026
Kickoff to production
18 weeks
01Overview

Claims adjudication for a health insurer: the routine majority settle themselves, and the rest reach a reviewer with the rules already applied.

02The problem

Outpatient claims took nine days and three pairs of hands. Benefit limits were read out of a policy PDF by whoever picked up the file, so identical claims got different answers and providers chased payment by phone.

03What we built
01

Benefits as rules

Policy wordings became a versioned rule set with dates, limits and exclusions, so an outcome traces to a clause rather than to a colleague.

02

Adjudicate on arrival

Eligibility, coding and pricing run the moment a claim is submitted. Anything clean and inside limits is priced and approved without joining a queue.

03

A reviewer's file, pre-built

Claims that need judgement arrive with line items, rules applied, provider history and the single question that needs answering.

04The result

Most outpatient claims now settle the same day, provider chase calls collapsed, and the medical team reviews the claims that genuinely need a clinician.

What changed

Routine outpatient claims
Same day
Straightforward majority
Auto-adjudicated
On complex cases
Medical time
Stack
  • Next.js
  • Python
  • Postgres
  • Temporal
  • HL7 FHIR
Disciplines applied
Next step

Tell us what's slowing you down.

Fifteen questions, one screen at a time, and a verdict at the end. No call needed to get it.

Start a projectOr email us directlyinfo@sayfi.ai