AI Safety Reports folio mark

AI Safety Reports

SAF12

Release v2.1

Monitoring AI Workflows Logs Changes and Warning Signs

Connect AI workflow monitoring to decisions, not just dashboards. Covers event schemas, denominators, sampling, quality review, change tracking, alerts and checks on the monitoring system itself, illustrated by two fictional investigations.

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Analysts examine an AI workflow timeline and a highlighted warning sign.

What you can put into practice

  • Map the workflow and define usable monitoring events.
  • Specify metrics, populations, exclusions and sampling coverage.
  • Separate service success from answer quality and approval evidence.
  • Test alert handling and monitor health, then record operating decisions.
  • Map the workflow and define usable monitoring events.
  • Specify metrics, populations, exclusions and sampling coverage.
  • Separate service success from answer quality and approval evidence.
  • Test alert handling and monitor health, then record operating decisions.

Where this guidance helps

  • Monitoring scope and event design
  • Data handling, metrics and sampling
  • Quality review, baselines and change records
  • Monitoring scope and event design
  • Data handling, metrics and sampling
  • Quality review, baselines and change records

Tools you can adapt

  • Data handling procedure
  • Monitoring Plan
  • Event Log
  • Metric Definition
  • Metric Results
  • Sampling Plan
  • Quality Review
  • Change Record
  • Alert Rules
  • Alert Triage
  • Monitor Health
  • Review Decision
  • Data handling procedure
  • Monitoring Plan
  • Event Log
  • Metric Definition
  • Metric Results
  • Sampling Plan
  • Quality Review
  • Change Record
  • Alert Rules
  • Alert Triage
  • Monitor Health
  • Review Decision

Fictional examples, practical decisions

  • Juniper Support: a knowledge-base change hidden by a sampling filter.
  • Birch Field Services: duplicate events and delayed approvals obscuring an approval mismatch.
  • Juniper Support: a knowledge-base change hidden by a sampling filter.
  • Birch Field Services: duplicate events and delayed approvals obscuring an approval mismatch.

Inside the handbook

View the handbook contents +

Condensed topic outline:
  • Monitoring scope and event design
  • Data handling, metrics and sampling
  • Quality review, baselines and change records
  • Actionable alerts and monitor-health checks
  • Missing-coverage and noisy-alert fictional cases
  • Incident links, troubleshooting and recurring review

How this report was prepared

AI-assisted educational material with fictional worked cases, editable records and practice exercises. It is not an independent product test or a claim of certification. Source organizations do not endorse the publication.

AI-assisted educational material with fictional worked cases, editable records and practice exercises. It is not an independent product test or a claim of certification. Source organizations do not endorse the publication.

Scope and limitations

Educational guidance, not legal advice, a professional security assessment or certification. No guarantee of security, compliance or loss prevention. All case organizations, records and outcomes are fictional; practice does not establish that a real system is safe or authorized. No universal acceptable error rate, retention period or legal deadline is prescribed. Completed dashboards and worksheets do not establish effective production monitoring.

Questions before you begin

What formats are included? PDF and Word reading materials, with editable CSV and Markdown tools and practice materials. Do exercises use live systems? No. Use the supplied fictional materials; do not connect real accounts, send messages, make payments or upload confidential records to complete them.

What formats are included? PDF and Word reading materials, with editable CSV and Markdown tools and practice materials.

Do exercises use live systems? No. Use the supplied fictional materials; do not connect real accounts, send messages, make payments or upload confidential records to complete them.

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