Real ChatGPT answer · index seedpClcw7Sqv68completeMarketing and advertising · AI search and generative engine optimizationinformational
How do conversational AI search engines handle multi turn queries and what does that mean for how we structure long form marketing content
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do conversational AI search engines handle multi turn queries and what does that mean for how we structure long form marketing content
3 real searches · 1 real-search pass
conversational search multi-turn query context rewriting retrieval research long-form content SEO strategyGoogle ↗
OBSERVEDReason
Google Search Central helpful content people-first content structured headings internal links AI search content guidanceGoogle ↗
OBSERVEDOther / navigational
Microsoft Bing conversational search multi-turn queries context query reformulation retrievalGoogle ↗
OBSERVEDReason
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
conversational search multi-turn query context rewriting retrieval research long-form content SEO strategy Google ↗
Google Search Central helpful content people-first content structured headings internal links AI search content guidance Google ↗
Microsoft Bing conversational search multi-turn queries context query reformulation retrieval Google ↗
- Develop a RAG Solution on Azure - Prompt Engineering - Azure Architecture Center · learn.microsoft.com
- Agentic Retrieval Overview - Azure AI Search · learn.microsoft.com
- Generating Multi-Aspect Queries for Conversational Search · aclanthology.org
- Creating Helpful, Reliable, People-First Content | Google Search Central | Documentation | Google for Developers · developers.google.com
- Creating Helpful, Reliable, People-First Content | Google Search Central | Documentation | Google for Developers · developers.google.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
conversational search multi-turn query context rewriting retrieval research long-form content SEO strategy OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Google Search Central helpful content people-first content structured headings internal links AI search content guidance OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Microsoft Bing conversational search multi-turn queries context query reformulation retrieval OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |