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Decision Replay Twin

Replay past AI decisions against new policy versions to forecast risk, drift, and compliance exposure before you ship.

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Historical replay

Re-run decision traces with updated guardrails without touching production traffic.

Policy diff view

See which obligations would have blocked or allowed each historical outcome.

Risk forecasting

Quantify projected incident rates and escalation volume under candidate policies.