Real ChatGPT answer · index seedAK0xs9dfx9kcompleteMarketing and advertising · AI search and generative engine optimizationcomparison
Is it worth the cost to outsource AI SEO strategy to a boutique agency specializing exclusively in LLM retrieval-augmented generation tuning?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it worth the cost to outsource AI SEO strategy to a boutique agency specializing exclusively in LLM retrieval-augmented generation tuning?
3 real searches · 1 real-search pass
2026 AI search optimization agency RAG tuning generative engine optimization evidence measurement recommendationsGoogle ↗
OBSERVEDReason
Google Search Central AI features guidance AI generated search content structured data crawling 2025 2026Google ↗
OBSERVEDOther / navigational
OpenAI search crawler OAI-SearchBot documentation publishers ChatGPT searchGoogle ↗
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 AI search optimization agency RAG tuning generative engine optimization evidence measurement recommendations Google ↗
Google Search Central AI features guidance AI generated search content structured data crawling 2025 2026 Google ↗
OpenAI search crawler OAI-SearchBot documentation publishers ChatGPT search Google ↗
- Google's Guide to Optimizing for Generative AI Features on Google Search | Google Search Central | Documentation | Google for Developers · developers.google.com
- AI Features and Your Website | Google Search Central | Documentation | Google for Developers · developers.google.com
- Publishers and Developers - FAQ · help.openai.com
- 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 AI search optimization agency RAG tuning generative engine optimization evidence measurement recommendations OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Search Central AI features guidance AI generated search content structured data crawling 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI search crawler OAI-SearchBot documentation publishers ChatGPT search OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |