Does the free check show our AI mentions?
No. It evaluates technical and content readiness of a page. Stored AI answers in the product are a separate measurement. A failed check does not mean zero visibility.
AI Answer Competitor Analysis: Questions and Sources
AI answer competitor analysis compares observed mentions and sources for the same customer questions. It cannot establish why a system recommends a provider. Start with a small, documented question set and matching destination pages. The product provides stored answers and their sources; the free website check separately evaluates your page readiness. The editable worksheet below turns a comparison into a reviewable task rather than an unsupported ranking.
Start the free check1. Record the comparison scope
Define offer, market, language and customer questions before analysis. Separate direct competitors from source platforms. A directory may appear as a source without selling the requested product. Use the same question and engine when comparing brands. The examples below describe possible review tasks and contain no observed results. Document why each question belongs to the buying decision.
2. Read complete answers
Review mentions in context. Is the brand recommended, qualified or merely listed as an example? Open cited URLs and check the offer, date and validity. A cited domain may discuss multiple brands. Count successful answers and show the sample size. An unavailable engine is a data gap. One answer does not establish a stable market share or the reason for a recommendation.
3. Turn a source gap into a task
Compare the supported source passage with your existing destination page. Are product facts, requirements or clear answers missing? Write a verifiable addition and have a specialist confirm it. Do not copy a third party’s wording or invent customer experiences. The optimization workflow moves from sources and analysis through article planning and approval to the CMS path. A technical check may reveal access issues but cannot expose an AI system’s decision process.
4. Repeat and report limits
Record the URL, edit and date. Repeat customer questions using the same market, language and engine selection. Check that the successful sample is comparable. Describe observed changes without claiming causation. Write not measured when answers are missing. Use the worksheet to document the next source review. Improve an existing page first; a new page requires a distinct search intent and its own information.
Your editable question worksheet
Planning examples, not measurement data. Edits stay in this browser and are not saved. Download your list before leaving. Do not enter confidential information.
Frequently asked questions
Are the questions below real measurement data?
No. They are editable planning examples. Replace them with customer questions from your business and add verifiable evidence. The export explicitly contains no measurement results.
When is an improvement demonstrated?
Compare successful answers for the same questions, markets and engines. State the sample size. A change after editing a page does not prove causation or promise a placement.