We asked the major AI engines 240 real questions about AI visibility tools. Seeno appeared in 0 of the answers. So we are running the exact playbook we sell, on ourselves, in public. New measurement every week, wins and misses both.
ChatGPT · Perplexity · Gemini · Google AI Overviews · Claude
Every vendor says their method works. We would rather show the numbers while they are still zero. If the playbook moves them, you will see exactly what did it and how long it took. If a week does nothing, that stays on the record too.
Baseline. For AI assistants, Seeno does not exist yet.
Method: the same 240 prompts, re-run weekly across 5 engines. A mention counts only when an answer names Seeno. Started 2026-08-07.
The free audit gives you the same baseline we started from: where AI assistants mention you, who they recommend instead, and what to fix first.
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