RECOGNITION
Brand understanding
Enter a domain to see how models describe the brand, product and competitors. This can reveal factual errors, but does not show whether AI would recommend you without being prompted with your brand.
Analyze a domain ↗GENERATIVE ENGINE OPTIMIZATION
Does AI mention your brand, describe your product accurately and cite relevant pages? Start with real answers, then decide which content to improve and which situations to test.
RECOGNITION
Enter a domain to see how models describe the brand, product and competitors. This can reveal factual errors, but does not show whether AI would recommend you without being prompted with your brand.
Analyze a domain ↗DISCOVERY
Ask buying or usage questions without naming your brand and compare the models’ actual answers. Keep the original questions and test conditions to see whether your brand appears.
Ask on the homepage ↗EVIDENCE
Provider-returned citations are shown separately from ordinary links in the answer. Open the pages to check whether they support the claims. When no source is returned, that is stated clearly.
ONLINE
Choose available models to ask a question or check a domain. Domain results are available in the project workbench; individual question results can be reopened through their saved URLs.
Open workbench ↗HUMAN
Specify the country or city, time zone, device, AI platform, question style and exact questions. Receive records of the test and notes on any differences from the agreed conditions.
Set up human testing ↗EXECUTION
Correct facts on your site and add decision-making information, original material and sources. Publish on relevant sites, then retest with the same questions.
See article deliverables ↗Choose the target market and customer needs first. Save the original questions, model or platform, search mode and time. Compare branded and unbranded questions separately.
Check brand mentions, factual accuracy, sources and unanswered customer questions. Keep the original text and distinguish failed tests from absent mentions and inconclusive results.
Use the findings to decide which pages to update, facts to add and sites to publish on. Publish after review and record each change.
Compare answers to the same questions under comparable conditions. Note model or platform changes separately so they are not mistaken for the effects of content improvements.
They share content and technical foundations, but measure different outcomes. Google’s generative search is connected to its search systems; other AI products need to be assessed individually. Read the SEO vs GEO guide.
The homepage lists models supported by the current provider and this instance. Human tests depend on platform, region, account and device availability, which we confirm first. Not every platform is available.
It only shows that the brand was absent from that answer under those conditions. Broader question coverage, repeat tests and checks for failed runs help build a more reliable picture.
Maintained by niubigeo · Updated . Check each provider’s website for current features and plans.