Insurance claims document intelligence

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.

Typed document bundlesExceptions flagged with sourcesReviewer decides, always
IntakeClassify FilesSeparate claim forms, IDs, policies, invoices, medical notes, and supporting documents.
ExtractKey FieldsCapture claimant, policy, claim, date, amount, provider, and status details.
CheckFind ExceptionsSurface missing pages, mismatched values, low-confidence fields, and review blockers.
RouteSupport ReviewSend structured outputs to reviewers, case tools, APIs, or approval workflows.

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.

1ReceiveClaim files arrive from portal, email, or an API call with the case ID.
2ClassifyEach file is typed and checked against the required-document list.
3ExtractKey fields are captured with confidence scores and source pages.
4CheckValues are cross-checked and exceptions flagged for the reviewer.
5DeliverA reviewer packet and structured JSON go to the claims system.
Claim document workflows this supports
  • 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
Controls built for insurance operations
  • 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
Nothing is approved automatically. The packet goes to a named reviewer with the evidence attached.

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.