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Example deliverable

Small AI automation audit

This is a fictional, client-safe example. It shows the kind of short report I prepare before anyone connects bots to real systems or sensitive data.

Scenario

A small software team wants to reduce repeated documentation and pull request review work. They already use GitHub and have private repositories, but they do not want automatic comments, external emails or production changes.

Scope checked

  • One GitHub repository and its documentation workflow.
  • What data the workflow touches: public docs, private code, issue text and CI output.
  • Where human approval is needed before a comment, PR or deployment.
  • Whether local scripts can produce a useful report before any public action.

Findings

Good fit

Docs gap detection, small typo fixes, stale README checks and test-output summaries are low-risk enough for a private first pass.

Needs review

Pull request comments, issue replies and dependency changes should stay behind a human approval gate.

Not recommended

Automatic production changes, broad refactors and security findings in public comments are not safe for this setup.

Suggested first quick win

Run a private docs check that creates a short local report: changed files, missing README sections, TODO markers, likely test commands and a blocked public-action note. A human reviews the report before any GitHub push, comment or pull request.

Output from a real audit

  • A two to four page report with workflow map, risk notes and next steps.
  • A clear yes/no recommendation for automation.
  • One small private quick win if the scope is safe enough.
  • Plain handover notes, including what not to automate.

Boundaries

  • No automatic external emails, PR comments or production changes.
  • No secrets, customer data, private repository contents or vulnerability details in the first message.
  • No legal advice, GDPR guarantee or invented savings claim.

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