Real ChatGPT answer · index seedxHs5hxApUl8completeMarketing and advertising · AI search and generative engine optimizationcommercial

Which multimodal search optimization tools are best for making sure product catalogs show up in visual AI queries on mobile devices?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which multimodal search optimization tools are best for making sure product catalogs show up in visual AI queries on mobile devices?
3 real searches · 1 real-search pass
multimodal product discovery visual search optimization tools product catalogs Google Lens AI shopping mobile 2026Google ↗
OBSERVEDOther / navigational
product feed management tools Google Merchant Center Shopify Feedonomics Channable Productsup DataFeedWatch features 2026Google ↗
OBSERVEDOther / navigational
visual search image SEO tools product schema structured data mobile Core Web Vitals catalog optimization 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)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

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
multimodal product discovery visual search optimization tools product catalogs Google Lens AI shopping mobile 2026 Google ↗
product feed management tools Google Merchant Center Shopify Feedonomics Channable Productsup DataFeedWatch features 2026 Google ↗
visual search image SEO tools product schema structured data mobile Core Web Vitals catalog optimization 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
multimodal product discovery visual search optimization tools product catalogs Google Lens AI shopping mobile 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
product feed management tools Google Merchant Center Shopify Feedonomics Channable Productsup DataFeedWatch features 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
visual search image SEO tools product schema structured data mobile Core Web Vitals catalog optimization 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1