We don’t give you a black-box score. We show you, under controlled conditions, who AI recommends, who appears instead of you, how recommendations change by customer intent and AI provider, and what the evidence suggests you should investigate next.
In one controlled observation, ChatGPT returned names including State Farm, Farmers, Allstate, and Liberty Mutual. The observed local business did not appear among the recommendation results.
Example from controlled research — not a prediction, not a claim that AI always does this, and not evidence of causation.
Human Guided & Supervised, AI Assisted.
The diagnostic is designed and reviewed by humans. AI assists with analysis; it does not replace interpretation of the evidence.
A casual AI search gives you an answer at one point in time from one chat session.
The Diagnostic + Action Brief uses controlled questions across ChatGPT, Gemini, and Claude, compares recommendation patterns, identifies displacement and intent differences, and turns the evidence into specific things to investigate next.
See what ChatGPT, Gemini, and Claude return for controlled questions about your market. No single overall score — per-model evidence so you can see where to investigate.
See which businesses are recommended and whether your business appears in the observed results. The displacement map shows which businesses occupy the recommendation space when your business is not among the observed recommendations.
See how recommendation patterns change when the customer question changes.
Identify areas worth investigating across entity information, content, authority, reputation, and supporting evidence.
Receive up to three prioritized investigation experiments based on the observed evidence — designed to reduce uncertainty, not to promise recommendations.
Review the findings and implications directly with the BiDigest founder.
We identify up to three specific, testable hypotheses based on the evidence in your diagnostic. Each experiment is tied to an observed gap and explains what to investigate or test, why it may matter, how we would re-measure the result, and what signal would indicate improvement or no meaningful change.
Each experiment includes:
These are investigation experiments, not guarantees. BiDigest does not promise that any change will cause an AI provider to recommend your business.
The Diagnostic + Action Brief identifies and prioritizes the experiments. It does not include implementation of website, SEO, content, directory, or other recommended changes.
Evidence first. Interpretation second. No black-box score. Findings are for visibility investigation only. They are not legal advice and do not guarantee that AI systems will recommend your business.
Start with a sample for your market and a short conversation — then the full Diagnostic + Action Brief if you want it.
See a Sample for My Market