Evidence-first AI visibility
See what AI recommends and inspect the evidence.
Run real buyer questions repeatedly across configured AI providers. See mentions, competitors, citations, failed runs, and measurement variability instead of relying on a mysterious score.
Repeated samples
Each question runs three times so one lucky answer does not masquerade as a stable result.
Stored evidence
Inspect the answer, cited URLs, model, web mode, sample number, and provider failures.
Technical context
The existing website-readiness audit runs alongside observed AI visibility without blending the two scores.
Reports are private by default. Brand details and buyer questions are sent to the configured OpenAI, Google Gemini, and/or Anthropic Claude APIs to produce the audit. Results are observations of variable model outputs, not ranking guarantees.
