Real ChatGPT answer · index seedXlaUGDj2Bb4completeMarketing and advertising · AI search and generative engine optimizationhowto
What are the exact technical steps needed to optimize our enterprise product catalog for multimodal AI search engines this quarter?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the exact technical steps needed to optimize our enterprise product catalog for multimodal AI search engines this quarter?
3 real searches · 1 real-search pass
2026 enterprise product catalog multimodal AI search optimization product schema embeddings image search best practicesGoogle ↗
OBSERVEDInstruction
Google Search Central product structured data Merchant listings product variant schema documentationGoogle ↗
OBSERVEDOther / navigational
OpenAI product discovery shopping structured product feed documentation 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). 2 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 enterprise product catalog multimodal AI search optimization product schema embeddings image search best practices Google ↗
Google Search Central product structured data Merchant listings product variant schema documentation Google ↗
OpenAI product discovery shopping structured product feed documentation 2026 Google ↗
- Product Variant Structured Data (ProductGroup, Product) | Google Search Central | Documentation | Google for Developers · developers.google.com
- Product Variant Structured Data (ProductGroup, Product) | Google Search Central | Documentation | Google for Developers · developers.google.com
- How To Add Merchant Listing Structured Data | Google Search Central | Documentation | Google for Developers · developers.google.com
- Intro to Product Structured Data on Google | Google Search Central | Documentation | Google for Developers · developers.google.com
- Get Started – Agentic Commerce · developers.openai.com
- Product feeds – Agentic Commerce · developers.openai.com
- Agentic Commerce Protocol · developers.openai.com
- Multimodal Search Concepts and Guidance - Azure AI Search · learn.microsoft.com
- Multimodal search · docs.opensearch.org
- OpenAI enterprise knowledge documentation · developers.openai.com
- OpenAI crawler documentation · platform.openai.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 enterprise product catalog multimodal AI search optimization product schema embeddings image search best practices OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Google Search Central product structured data Merchant listings product variant schema documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
OpenAI product discovery shopping structured product feed documentation 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |