Real ChatGPT answer · index seedEUcrJx4AM9YcompleteMarketing and advertising · AI search and generative engine optimizationcommercial
What free or low-cost methods exist for auditing our website to see if AI search engines can easily read and parse our product data?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What free or low-cost methods exist for auditing our website to see if AI search engines can easily read and parse our product data?
3 real searches · 1 real-search pass
free tools audit AI search engine crawler accessibility robots.txt structured product data schema validation llms.txt 2026Google ↗
OBSERVEDInstruction
Google Rich Results Test Schema.org validator Screaming Frog free 500 URLs product structured data auditGoogle ↗
OBSERVEDOther / navigational
AI search visibility audit tools free ChatGPT Search Perplexity crawler testing website product pagesGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
free tools audit AI search engine crawler accessibility robots.txt structured product data schema validation llms.txt 2026 Google ↗
Google Rich Results Test Schema.org validator Screaming Frog free 500 URLs product structured data audit Google ↗
AI search visibility audit tools free ChatGPT Search Perplexity crawler testing website product pages Google ↗
- Download Screaming Frog · screamingfrog.co.uk
- Pricing · screamingfrog.co.uk
- Rich Results Test · support.google.com
- How To Add Product Snippet Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- How To Add Merchant Listing Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- Run Rich Results Test · search.google.com
- Bing Webmaster Tools · bing.com
- URL Inspection · bing.com
- URL Inspection · bing.com
- Schema Markup Validator · validator.schema.org
- Citeloop · citeloop.ai
- Ahoy Lighthouse · ahoylighthouse.com
- AEO Checker · check.aeojs.org
- CrawlReadable · crawlreadable.com
- Firsto GEO Checker · firsto.co
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
free tools audit AI search engine crawler accessibility robots.txt structured product data schema validation llms.txt 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Google Rich Results Test Schema.org validator Screaming Frog free 500 URLs product structured data audit OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AI search visibility audit tools free ChatGPT Search Perplexity crawler testing website product pages OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |