Built for Qatar's National Digital Health Infrastructure.

A claim that should take minutes sits in a queue for days. Eligibility checks, code validation, policy cross-referencing — all manual. At thousands of claims a week, that backlog costs money and erodes trust.

Duplicate claims and upcoding have been joined by billing rings, AI-generated documents, and synthetic identities. Rule-based systems catch only what they were programmed for — and miss the rest.

Legitimate denials happen. But preventable ones — wrong codes, missing documents, eligibility errors — drive rework, appeals, and provider frustration. Most organisations have too many and no clear way to reduce them.

Skilled analysts are keying data, cross-checking policies, chasing missing information, and routing simple claims that need no human judgment. That is an expensive way to use experienced people.

By the time a fraud pattern surfaces in a post-payment audit, the money is gone. Most organisations detect fraud after the fact, recover a fraction, and repeat the same cycle.