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AI Hallucinations Guide & Verification Toolkit

Use a repeatable review method and two editable records to check an AI draft against its evidence. The toolkit helps make the checks, unresolved questions and human decision visible.

View this kit on Shopify
Buyer benefit

Check AI-generated QHSE drafts before sign-off

Intended buyer

For auditors, QHSE professionals and managers reviewing AI-assisted reports or summaries.

Is this the right resource for you?

Choose this toolkit for focused output verification. The broader Readiness Pack also includes an output-review record; compare the scope before purchasing both.

Supported capabilities

  • Separate supported facts from inference and unsupported conclusions
  • Record source, context, logic and completeness checks
  • Keep a review record alongside the version approved

Contents and formats

  • Guide PDF with a five-step verification framework
  • AI Output Review Sheet XLSX
  • Human Sign Off Record XLSX
  • Licence terms

Supplied preview

Evidence: three sampled training records have no completion date. AI draft: “The whole crew is untrained.” Record the unsupported generalisation and revise it to describe the three records and the follow-up needed.

This is a fictional illustration of the working approach, not a customer result.

How to use it

Review the contents and licence on the store page, then adapt the material to your task and company procedures. Assign a competent reviewer before using outputs in operational work.

These resources support preparation, training and human review. They do not provide certification, regulatory approval or a guaranteed audit or inspection outcome.