Real ChatGPT answer · index seedV7bkO38Qe8IcompleteMarketing and advertising · AI search and generative engine optimizationbrand

What specific schema markup changes do we need to push live today to help ChatGPT understand our complex software pricing tiers?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What specific schema markup changes do we need to push live today to help ChatGPT understand our complex software pricing tiers?
3 real searches · 1 real-search pass
Schema.org SoftwareApplication offers Offer priceSpecification priceValidUntil billingDuration eligibleQuantity official documentationGoogle ↗
OBSERVEDOther / navigational
Google Search Central structured data software app subscription pricing offers product snippets policy 2026Google ↗
OBSERVEDOther / navigational
OpenAI ChatGPT search crawler OAI-SearchBot website structured data pricing pages documentationGoogle ↗
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
Schema.org SoftwareApplication offers Offer priceSpecification priceValidUntil billingDuration eligibleQuantity official documentation Google ↗
Google Search Central structured data software app subscription pricing offers product snippets policy 2026 Google ↗
OpenAI ChatGPT search crawler OAI-SearchBot website structured data pricing pages documentation Google ↗
  1. Publishers and Developers - FAQ · help.openai.com
  2. Overview of OpenAI Crawlers · developers.openai.com
  3. Offer · schema.org
  4. UnitPriceSpecification · schema.org
  5. SoftwareApplication · schema.org
  6. Schema.org Validator · validator.schema.org
  7. Google Rich Results Test · search.google.com
  8. OpenAI crawler documentation · developers.openai.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Schema.org SoftwareApplication offers Offer priceSpecification priceValidUntil billingDuration eligibleQuantity official documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Google Search Central structured data software app subscription pricing offers product snippets policy 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
OpenAI ChatGPT search crawler OAI-SearchBot website structured data pricing pages documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1