Turn claim documents into structured, review-ready insurance workflows
Classify claim files, extract the fields that matter, catch missing or mismatched evidence, and hand reviewers a packet with every source page attached.
From Mixed Uploads to a Reviewer Packet
Every step keeps the source page attached, so the reviewer never has to hunt through the bundle.
Better claim intake
Reduce manual sorting by turning mixed document uploads into typed bundles with clear document labels and confidence signals.
Cleaner reviewer packets
Give claim reviewers extracted values, summaries, exceptions, and source references so they can focus on judgment instead of document hunting.
Workflow-ready outputs
Send validated JSON outputs into claim platforms, internal task queues, approval tools, or downstream analytics.
- First notice of loss and claim intake triage
- Medical, motor, health, and reimbursement document review
- Policy and claim file comparison for eligibility checks
- Invoice, bill, receipt, and supporting evidence extraction
- Reviewer summaries for exception handling and escalation queues
- Version-aware policy references for review context
- Human review checkpoints before operational action
- Request IDs, source references, and output records for auditability
- Tenant and role-aware access for internal teams
- API-first delivery for claim systems and workflow tools
How a Claims Pilot Is Scoped
One claim type, one approved document bundle, and acceptance checks agreed before go-live.
Implementation details
Start with one claim category and define exactly what must be extracted, reviewed, and exported.
- Claim form schema
- Required supporting documents
- Exception and escalation rules
- Reviewer acceptance checks
Integration details
Connect outputs to existing claim systems without forcing reviewers into a new operating model.
- Case ID mapping
- Webhook callbacks
- Structured JSON output
- Status and audit records
Success metrics
Measure the impact of automation on speed, quality, and review consistency.
- Intake handling time
- Missing-document rate
- Reviewer rework rate
- Output acceptance rate
Can this replace claim reviewers?
No. It is designed to prepare evidence, highlight exceptions, and support review workflows.
Can it handle many document types?
Yes. The workflow can classify and extract from claim forms, IDs, invoices, notes, and policy documents.
Can outputs be sent through an API?
Yes. Structured outputs can be delivered to downstream systems through API-first patterns.
Build a focused claims pilot
Start with one claim type, one approved document bundle, reviewer acceptance criteria, and API output requirements.