Real ChatGPT answer · index seed9YkU0AUUJxocompleteMarketing and advertising · AI search and generative engine optimizationcommercial
What is the most effective agency for technical SEO audits specifically focused on optimizing complex knowledge graphs for generative AI search engines?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the most effective agency for technical SEO audits specifically focused on optimizing complex knowledge graphs for generative AI search engines?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
technical SEO agency knowledge graph optimization generative AI search entity SEO audits enterprise Google ↗
agencies specializing in knowledge graph SEO structured data entity optimization generative engine optimization Google ↗
- ipullrank.com · ipullrank.com
- How We Reorganized our Agency Around AI Search · ipullrank.com
- 12 SaaS Generative Engine Optimization (GEO) Agencies (July 2026) · serpdojo.com
- polarisagency.com · polarisagency.com
- Technical GEO Agency | Technical Optimisation for AI Search & LLMs · polarisagency.com
- enleaf.com · enleaf.com
- AI SEO Audit Services · enleaf.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
technical SEO agency knowledge graph optimization generative AI search entity SEO audits enterprise OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
agencies specializing in knowledge graph SEO structured data entity optimization generative engine optimization OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |