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R07 · AI and rigor

# AI output audit

What it is for. Check every claim before reusing it.

[Excel (.xlsx)](https://academy.innguma.com/en/library/descargas/R07-ai-output-audit.xlsx)[Word (.docx)](https://academy.innguma.com/en/library/descargas/R07-ai-output-audit.docx)[PDF for printing](https://academy.innguma.com/en/library/descargas/R07-ai-output-audit.pdf)[Text (.md)](https://academy.innguma.com/en/library/descargas/R07-ai-output-audit.md)[See the template](https://academy.innguma.com/en/library/ai-output-audit/#plantilla)

The four downloads (Excel, Word, PDF and text) are generated from this same sheet.

**When to use it.** Before making a decision or updating the corresponding product. You can use a spreadsheet, a document or a notebook; no software licences are needed.

## How to use it

1.  Start with the real decision or question you need to resolve and set a cut-off date.
2.  Fill in only what can be verified; write **NOT VERIFIED** when data is missing.
3.  Separate observed facts, hypotheses and implications, and name a reviewer.
4.  Keep the original version and record relevant changes when you update it.

Do it yourself

## Editable template

| Generated claim | Evidence provided | Source checked? | Classification (fact / inference / error / no evidence) | Correction / question |
| --- | --- | --- | --- | --- |
|  |  |  |  |  |

Company A case · simulation

Fictional case

## Guided example · Company A

The AI claims that “industrial adoption has doubled”. Company A has no historical series: it is marked NO EVIDENCE and removed from the briefing.

Educational simulation: fictional information and organisations.

## Mistake to avoid

It is not enough for the AI to cite a URL; you have to check that it supports exactly the claim.

## Final check

-   Is it clear which decision or need it serves?
-   Can the evidence be located, and is it dated?
-   Are uncertainties and limits made explicit?
-   Can someone else repeat or review the work?

**Notice:** entirely fictional case. The tools are for educational purposes; they do not represent an audit or certification.

**Where you learn it** 

-   [3.1 · What generative AI can and cannot do](https://academy.innguma.com/en/ai-applied-to-intelligence/what-generative-ai-can-and-cannot-do/)
-   [3.2 · Researching with AI in a verifiable way](https://academy.innguma.com/en/ai-applied-to-intelligence/researching-with-ai-in-a-verifiable-way/)

**In the Lab** 

[L05 · Evidence auditor](https://academy.innguma.com/en/lab/evidence-auditor/)

**Use** 

It works with a spreadsheet, a document or a notebook, with no software licences. It does not replace expert review or certify regulatory compliance.