Evidence-grounded review workspace

LoopLens

AI Review of Circular Charity Funding

LoopLens surfaces circular funding patterns for human review using loaded charity records, deterministic scoring, evidence-grounded chat, neutral memos, and claim verification. It does not allege wrongdoing.

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Review priority

Labels help triage patterns requiring human review.

Grounded answers

Chat responses attach rows, methods, and verification details.

Neutral memos

Memo language stays bounded to available records and disclaimers.