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.
GEO for Ecommerce: Product Questions and AI Visibility
An online store needs answers to specific product questions: will the material suit the task, which variant fits, and what are the delivery conditions? GEO for ecommerce connects these questions to verifiable product and category information. Start with one manageable category. Measure customer questions and check the relevant page separately. The free website check evaluates page readiness, not a shopping ranking. Use the worksheet below to record a question, a destination page and evidence before editing content.
Start the free check1. Bound the purchase decision
Choose one category and one market. Collect questions from sales, search and return reasons where they are available without personal details. Separate product selection from accessories, care and shipping questions. A general brand mention does not answer a specific suitability question. Keep sizes, materials and compatibility requirements distinct. The examples below are planning inputs, not observed AI answers.
2. Read answers and evidence
Use stored answers for the selected customer question in the product. Review named brands and cited URLs. Read the source and check whether it covers the same variant, market and a current product. Record engine failures separately. Then compare your category or product page with the information that can actually be verified there. Missing citations do not prove that a product is unsuitable.
3. Improve the relevant store page
Edit the existing product or category page first. State dimensions, materials, usage limits and delivery conditions only from current records. Structured data must match visible content. The technical check can show access and content findings. The CMS workflow supports WordPress and Markdown export for GitHub. Shopify supports transfer as an unpublished draft; existing store pages are not automatically rewritten. Full development-store acceptance testing is still pending.
4. Check the change
Record the edited URL and publication date. Repeat the same questions under the same conditions. Compare successful answers and disclose the sample. A different recommendation may have several causes. Also check the published page for correct variants, working links and visible evidence. Edit the worksheet and download it as Markdown without sending its contents to a provider.
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.