Real ChatGPT answer · index seedH9pEJsjj8rQcompleteMarketing and advertising · AI search and generative engine optimizationcommercial

How can a small boutique e-commerce store improve its AI product visibility on platforms like ChatGPT without spending thousands on consultants?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How can a small boutique e-commerce store improve its AI product visibility on platforms like ChatGPT without spending thousands on consultants?
3 real searches · 1 real-search pass
OpenAI ChatGPT search crawler OAI-SearchBot documentation product discovery merchant product feeds shopping visibility 2026Google ↗
OBSERVEDOther / navigational
Google AI search ecommerce structured data product snippets merchant listings documentation product data feedGoogle ↗
OBSERVEDOther / navigational
Perplexity crawler documentation robots.txt shopping product visibility ecommerceGoogle ↗
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). 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
OpenAI ChatGPT search crawler OAI-SearchBot documentation product discovery merchant product feeds shopping visibility 2026 Google ↗
Google AI search ecommerce structured data product snippets merchant listings documentation product data feed Google ↗
Perplexity crawler documentation robots.txt shopping product visibility ecommerce Google ↗
  1. Google Rich Results Test · search.google.com
  2. Schema Markup Validator · validator.schema.org
  3. Overview of OpenAI Crawlers · developers.openai.com
  4. Publishers and Developers - FAQ · help.openai.com
  5. merchants.google.com · merchants.google.com
  6. Pinterest Business · business.pinterest.com
  7. Bing Webmaster Tools · bing.com
  8. Google Search Console · search.google.com
  9. Intro to Product Structured Data on Google | Google Search Central  |  Documentation  |  Google for Developers · developers.google.com
  10. Set up structured data for Merchant Center · support.google.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
OpenAI ChatGPT search crawler OAI-SearchBot documentation product discovery merchant product feeds shopping visibility 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Google AI search ecommerce structured data product snippets merchant listings documentation product data feed
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Perplexity crawler documentation robots.txt shopping product visibility ecommerce
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1