Ideas
aisecurity

AI model provenance tracker

Create a blockchain-style ledger for AI training data and modifications. For enterprise ML teams.

Why now

High-profile model breaches expose need for auditable AI lineages.

Who for
ML ops teams
Business model
Subscription per model
Effort
A few months

Companies can't verify what data influenced compromised AI outputs.

Tamper-evident registry recording model versions, training data hashes, and fine-tuning steps.

Charge per model tracked, with compliance teams as key buyers.

Start with Hugging Face integration and Git-like commit history.

Risk: Slow enterprise sales cycles in AI governance space.

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AI model provenance tracker — Ideas