ClaimStream
AI-assisted document intake with a human-in-the-loop review queue.
About ClaimStream.
A back-office team spent hours each day manually reading incoming PDF documents and re-typing fields into internal systems. The work was slow, error-prone, and impossible to scale during busy periods.
We built ClaimStream, an AI-assisted intake pipeline that reads documents, extracts the relevant fields with confidence scoring, and routes them through a fast human review queue before they reach downstream systems.
The challenge
Manual data entry from documents created a daily bottleneck, introduced errors, and could not keep up during peak volume.
Our approach
- Analyzed real document samples to define the fields and edge cases that mattered.
- Built an extraction pipeline with confidence scoring on every field.
- Designed a review queue so staff confirm low-confidence results in seconds.
- Routed validated data into existing systems with a full audit trail.
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