Checklists, review templates, browser-based methods, spreadsheet systems, source comparison, and human-in-the-loop practices for auditing AI outputs.
I audited 15 AI-written product descriptions before publishing them. Four had material errors. Here's the checklist I now use, and what I'm asking other small business owners to add.
A five-minute AI answer audit for beginners. Here's what to check, what to skip, and why the first pass matters most.
I built a spreadsheet to track every claim in an AI draft before it goes to a client. It has ten fields. I think it’s missing at least two. Here’s the full template and what I’m asking the community to add.
I compared one AI answer against three official sources using a five-column evidence table. Two columns worked. Three need work. Here's the template and what I'm asking the community to fix.