How we ask the AI assistants
Perplexity, ChatGPT, Gemini and Claude each get three questions a buyer would ask without your name, and one that names you, once each, through their developer APIs on the day of the audit. Only Perplexity searches the live web. Answers vary by day, model and wording, and the apps people use can answer differently — so treat this as a sample, not a verdict.
How findings are labelled
Every finding says whether we measured it, inferred it from public signals, or need access to confirm it. Scores are our own 0–100 weighting of the checks, not Google's. An llms.txt file is optional; we note it, we don't fail you for it.