Cheatsheet · Spreadsheet
AI Visibility Tools: Transparency Audit
28 free and freemium AI visibility tools scored against four transparency questions — Source, Methodology, Reproducibility, Actionability — and grouped by the five questions marketers are actually asking about AI visibility. Use it as a shortlist, a gut check, or ammo for the next “let’s buy this tool” conversation.