Immutable Ledger
A tamper-evident record-keeping mechanism (e.g., blockchain) ensuring that once data are written, they cannot be altered without detection - useful for AI audit trails.
A write-once, append-only data store where each record references the previous via cryptographic hashes, making any alteration immediately apparent. In AI governance, immutable ledgers can record data-ingestion events, model-training parameters, or prediction logs to provide provable audit trails. Governance must manage ledger access, ensure scalability, and integrate ledger verification into compliance audits.
A healthcare AI logs every model inference (input hash, model version, output) to a private blockchain. When regulators request logs for a given patient-visit, auditors verify entries on the ledger - guaranteeing no tampering and providing full transparency into the AI’s decision history.
“What used to take weeks of manual reviews and policy work is now structured and auditable in Enzai within minutes. It’s the first time AI governance has felt operational, not theoretical.”
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