Free browser-only tool
Build a neutral AI visibility test set.
Create twelve buyer-style questions you can repeat across AI assistants and dates. Your business name is deliberately excluded, so the test asks who an assistant would surface without being prompted toward you.
Private by construction
This tool runs entirely in this browser tab. It sends no form data, uses no AI provider, stores nothing, and has no analytics event. Reloading clears the form.
Question builder
Describe the market, not your company
Use customer language. For category, enter a natural plural such as “plumbing companies” or “accounting firms.”
Record evidence, not impressions
- Record the provider, date, exact question, answer excerpt, and source links.
- Note mentions, recommendations, citations, competitors, and factual errors separately.
- Repeat the same set later; do not treat one answer as a stable ranking.
Run a live OpenAI snapshot
AIOptimization asks three buyer-style questions once and shows every returned answer excerpt and source. It is a moment-in-time observation, not a ranking, forecast, or guarantee.
Run the OpenAI discovery snapshot