Slow first review
Documents arrive in different formats and must be checked before an assessor can start.
Insurers deal with diverse document formats, policy rules, claim exceptions and manual handoffs. IRAH designs governed systems that prepare complete, traceable review packs for authorised personnel.

Documents arrive in different formats and must be checked before an assessor can start.
A benefit or exclusion should link to the current policy wording, not an invented AI answer.
Incomplete and suspicious claims need different escalation routes.
Recognise documents and flag missing evidence
Check mandatory fields, dates and policy context
Prepare an evidence-linked claim summary
Route exceptions and consequential decisions to authorised reviewers
Measure extraction accuracy, exception recall, time per reviewed claim and incorrect automation actions on a controlled sample.
These examples illustrate solutions available for evaluation. They are not claims of an existing implementation, client contract or guaranteed percentage saving.