Real ChatGPT answer · index seedLLgY8rxfB2QcompleteMarketing and advertising · AI search and generative engine optimizationinformational
what technical seo changes do llms require and can a beginner implement them without hiring an expensive agency
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
what technical seo changes do llms require and can a beginner implement them without hiring an expensive agency
3 real searches · 1 real-search pass
2026 Google Search Central AI features website technical requirements crawling structured data AI Overviews documentationGoogle ↗
OBSERVEDOther / navigational
OpenAI OAI-SearchBot GPTBot crawler documentation robots.txtGoogle ↗
OBSERVEDOther / navigational
llms.txt standard adoption evidence AI search SEO 2026Google ↗
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
2026 Google Search Central AI features website technical requirements crawling structured data AI Overviews documentation Google ↗
OpenAI OAI-SearchBot GPTBot crawler documentation robots.txt Google ↗
llms.txt standard adoption evidence AI search SEO 2026 Google ↗
- Open Search Console · search.google.com
- Open PageSpeed Insights · pagespeed.web.dev
- Open Rich Results Test · search.google.com
- Explore Schema.org · schema.org
- Visit Screaming Frog · screamingfrog.co.uk
- AI Features and Your Website | Google Search Central | Documentation | Google for Developers · developers.google.com
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.cn
- Overview of OpenAI Crawlers · developers.openai.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 Google Search Central AI features website technical requirements crawling structured data AI Overviews documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI OAI-SearchBot GPTBot crawler documentation robots.txt OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
llms.txt standard adoption evidence AI search SEO 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |