Real ChatGPT answer · index seedUDpe7wCvhMkcompleteMarketing and advertising · AI search and generative engine optimizationinformational
Can you outline the exact multimodal search optimization steps our ecommerce brand needs to take today to stop losing mobile visual shoppers to AI aggregators?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you outline the exact multimodal search optimization steps our ecommerce brand needs to take today to stop losing mobile visual shoppers to AI aggregators?
2 real searches · 1 real-search pass
2026 multimodal ecommerce product discovery visual search AI shopping agents product feeds structured data Google Lens ChatGPT shopping optimization best practicesGoogle ↗
OBSERVEDOther / navigational
Google Search Central product structured data image SEO ecommerce product variants merchant listings documentation visual 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 (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
2026 multimodal ecommerce product discovery visual search AI shopping agents product feeds structured data Google Lens ChatGPT shopping optimization best practices Google ↗
Google Search Central product structured data image SEO ecommerce product variants merchant listings documentation visual search Google ↗
- Tips to optimize your product data · support.google.com
- Share Your Product Data With Google | 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
- Create rich product description pages · support.google.com
- OpenAI product discovery announcement · openai.com
- AI shopping starts with your product feed, not your product page · searchengineland.com
- Retail Discoverability in AI · stripe.com
- OpenAI crawler documentation · platform.openai.com
- Google: Product data optimization · support.google.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 multimodal ecommerce product discovery visual search AI shopping agents product feeds structured data Google Lens ChatGPT shopping optimization best practices OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Google Search Central product structured data image SEO ecommerce product variants merchant listings documentation visual search OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |