Real ChatGPT answer · index seedqsmkHSYiD2EcompleteMarketing and advertising · AI search and generative engine optimizationhowto
How do I use vector embeddings and semantic search principles to restructure our technical documentation for better AI crawler comprehension?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I use vector embeddings and semantic search principles to restructure our technical documentation for better AI crawler comprehension?
2 real searches · 1 real-search pass
technical documentation semantic search vector embeddings chunking metadata retrieval best practices official documentationGoogle ↗
OBSERVEDOther / navigational
Google Search Central documentation AI search crawling structured content headings internal links helpful contentGoogle ↗
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 (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 documentation semantic search vector embeddings chunking metadata retrieval best practices official documentation Google ↗
Google Search Central documentation AI search crawling structured content headings internal links helpful content Google ↗
- Retrieval · developers.openai.com
- Vector Search · docs.digitalocean.com
- Text chunking · docs.opensearch.org
- Develop a RAG Solution on Azure - Chunk Enrichment Phase - Azure Architecture Center · learn.microsoft.com
- Design and Develop a RAG Solution on Azure - Azure Architecture Center · learn.microsoft.com
- RAG and Generative AI - Azure AI Search · learn.microsoft.com
- DigitalOcean Knowledge Base Retrieval Best Practices · docs.digitalocean.com
- AI Features and Your Website | Google Search Central | Documentation | Google for Developers · developers.google.com
- SEO Link Best Practices for Google | Google Search Central | Documentation | Google for Developers · developers.google.com
- Learn About What Sitelinks Are | Google Search Central | Documentation | Google for Developers · developers.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
technical documentation semantic search vector embeddings chunking metadata retrieval best practices official documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Search Central documentation AI search crawling structured content headings internal links helpful content OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |