Real ChatGPT answer · index seedT3XCw8yJs2QcompleteMarketing and advertising · AI search and generative engine optimizationhowto

How do I structure my pricing page data so AI search engines pull the exact numbers into their chat summaries?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do I structure my pricing page data so AI search engines pull the exact numbers into their chat summaries?
3 real searches · 1 real-search pass
Schema.org Offer Product JSON-LD subscription pricing page priceCurrency priceValidUntil Google structured data pricing pages AI searchGoogle ↗
OBSERVEDReason
Google Search Central structured data AI Overviews structured data requirements JSON-LD visible contentGoogle ↗
OBSERVEDOther / navigational
OpenAI crawler OAI-SearchBot website inclusion ChatGPT search publishersGoogle ↗
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 / navigational67%ComparisonConsequenceReason33%DefinitionInstructionYes / 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
Schema.org Offer Product JSON-LD subscription pricing page priceCurrency priceValidUntil Google structured data pricing pages AI search Google ↗
Google Search Central structured data AI Overviews structured data requirements JSON-LD visible content Google ↗
OpenAI crawler OAI-SearchBot website inclusion ChatGPT search publishers Google ↗
  1. How To Add Product Snippet Structured Data | Google Search Central  |  Documentation  |  Google for Developers · developers.google.com
  2. Offer · schema.org
  3. Overview of OpenAI Crawlers · developers.openai.com
  4. Publishers and Developers - FAQ · help.openai.com
  5. Schema.org Validator · validator.schema.org
  6. Google Rich Results Test · search.google.com
  7. Google Search Console · search.google.com
  8. OpenAI crawler documentation · platform.openai.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Schema.org Offer Product JSON-LD subscription pricing page priceCurrency priceValidUntil Google structured data pricing pages AI search
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Search Central structured data AI Overviews structured data requirements JSON-LD visible content
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI crawler OAI-SearchBot website inclusion ChatGPT search publishers
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1