Document intelligence

Cited research workflow

An early proof-of-ability project for specialist professional documents, focused on retrieval, citation visibility, review structure, and source authority.

Specialist document search interface — Search path for specialist document questions.

Cited answer workflow with source cards — Answer review structure with source cards and citations visible.

Problem pattern

Professional research is often slow because useful material is spread across multiple documents and authority levels. A useful tool must surface sources, not just produce fluent text.

UX/UI contribution

The interface prioritises search path, source-card layout, citation visibility, answer review flow, and uncertainty display so a reviewer can inspect the basis for an output.

What was built

Specialist document retrieval workflow.
Section-aware source handling and cited answer display.
Review-first interface structure for human verification.

Honest limits

Early proof-of-ability, not a production advisory product.
Evaluation reporting is deferred until the sample is materially stronger.
Outputs require professional review before reliance.

Tools shown here are decision-support and workflow examples. They are not tax, legal, or financial advice. Outputs require professional review before reliance.