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Calderwick Bank cannot explain why its customer assistant told a customer in August that a fixed-rate loan had no early repayment charge. One decision is traced end to end — question, retrieval, model and prompt, tool call and answer — first as it was in August, with nothing reconstructable, then as it is now, redacted at capture, sources and versions recorded, tool calls traced and records kept for six years. Traceable decisions across 634,800 AI interactions a day rise from 23% to 88% against a 90% target, tool calls traced from none to 96%, unexplained incidents and complaints fall from 77 to 10, the monthly log bill drops from £42.5k to £21.8k, and the Board is asked to fund Option B at £6.6M over its life.
CY-PRO-095Pro Level · AI Security

AI System Logging Investment Case

Make the investment case for logging every AI system you run.

40 hours12 chapters60 lessons433 activities12 labs

What you'll learn

  • Measure AI accountability honestly — decision context, tool-call traceability, retention, reconstruction drills and unexplained cases — and size what missing records cost.
  • Design AI logging that explains decisions without creating new risk — decision record standards, tiers, redaction, content vaults, agent traces, tiered storage, retention and holds.
  • Monitor AI behaviour, evidence regulatory duties system by system and assure the estate with indicators, drills, samples and clear ownership.
  • Appraise logging investments at the margin, separate hard from probabilistic benefits, set appetite and accept residuals explicitly, and win a resolution the Board can be held to.
Price:৳15,000
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