Find the Sources Behind Your Competitors’ AI Visibility
An AI answer can mention your competitor without citing their site. It can also cite a publication that discusses multiple businesses. This tool helps you distinguish those observations and identify sources worth understanding, instead of chasing an invented universal AI ranking.
Run the tool
Start with evidence, not assumptions
The first version analyzes your pasted or uploaded observations. It does not secretly query ChatGPT, Perplexity, Gemini or Google for you. The report must show the sample size and identify which text and URLs produced every observation. If the provided response has no citations, say so clearly.
How we classify opportunities
Your business was named but not cited
There may be an opportunity to clarify product or service evidence on your own pages, but the mention alone is not proof that your site's markup caused the response.
Competitors appeared in several linked sources
Review whether these are directories, original research, trade articles, comparison guides or the competitors' own pages. Relevance, editorial independence and factual quality matter more than copying a citation list.
A high-value buyer question lacks a strong source
That can be an opportunity for a comparison guide, expert explanation or original study—provided your business has something meaningful and verifiable to contribute.
How to avoid reading too much into the sample
One or two answers do not represent market share. Model and product versions, location context, sampling dates, and query wording can change outcomes. The tool must never present 'citation share' without defining its denominator, coverage and sampling method. Its output should make manual review easier, not manufacture certainty.
Related services: Original Research & Authority and AI Visibility Tracking.