AI Safety Reports folio mark

AI Safety Reports

SAF07

Release v2.1

Checking AI Outputs, Sources, Calculations, and Corrections

Make AI output review specific and traceable. This handbook links intended use, source verification, claim checks, recalculation, omission review and release decisions, with editable workbooks and fictional cases showing corrections and distribution records.

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Two reviewers cross-check an AI-generated chart against source documents and calculations.

What you can put into practice

  • Define a review brief around intended use and consequences.
  • Verify source identity and support for individual claims.
  • Recalculate from inputs and check missing conditions.
  • Record uncertainty, release decisions and corrections to distributed versions.
  • Define a review brief around intended use and consequences.
  • Verify source identity and support for individual claims.
  • Recalculate from inputs and check missing conditions.
  • Record uncertainty, release decisions and corrections to distributed versions.

Where this guidance helps

  • Intended use and review lanes
  • Source, claim and calculation checks
  • Omissions, uncertainty and reviewer responsibilities
  • Intended use and review lanes
  • Source, claim and calculation checks
  • Omissions, uncertainty and reviewer responsibilities

Tools you can adapt

  • review brief
  • source register
  • claim workbook
  • calculation workbook
  • omission workbook
  • uncertainty register
  • review decision
  • correction workbook
  • distribution register
  • reviewer assignment
  • practical assessment
  • review procedure
  • State vocabulary and event meaning
  • Identifier and history rules
  • review brief
  • source register
  • claim workbook
  • calculation workbook
  • omission workbook
  • uncertainty register
  • review decision
  • correction workbook
  • distribution register
  • reviewer assignment
  • practical assessment
  • review procedure
  • State vocabulary and event meaning
  • Identifier and history rules

Fictional examples, practical decisions

  • A training memo that overstates its evidence.
  • A service FAQ that loses important conditions and requires correction.
  • A training memo that overstates its evidence.
  • A service FAQ that loses important conditions and requires correction.

Inside the handbook

View the handbook contents +

Condensed topic outline:
  • Intended use and review lanes
  • Source, claim and calculation checks
  • Omissions, uncertainty and reviewer responsibilities
  • Training-memo fictional case
  • Service-FAQ correction fictional case
  • Reference-verification practice and sustainable 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. Completed exercises do not establish production accuracy. Legal, financial, medical, employment and other consequential uses require appropriate qualified review.

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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