Real ChatGPT answer · index seedLYFpkcFVtMkcompleteMarketing and advertising · AI search and generative engine optimizationinformational

What specific schema markup types are most effective for helping AI crawlers understand complex B2B SaaS pricing pages?

ChatGPTgpt-62 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 types are most effective for helping AI crawlers understand complex B2B SaaS pricing pages?
2 real searches · 1 real-search pass
Schema.org SoftwareApplication OfferCatalog Offer PriceSpecification SaaS pricing structured data Google Search Central structured data guidelines AI crawlersGoogle ↗
OBSERVEDOther / navigational
Schema.org UnitPriceSpecification billingDuration referenceQuantity Offer eligibleCustomerType software application pricingGoogle ↗
OBSERVEDComparison

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)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

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
Schema.org SoftwareApplication OfferCatalog Offer PriceSpecification SaaS pricing structured data Google Search Central structured data guidelines AI crawlers Google ↗
Schema.org UnitPriceSpecification billingDuration referenceQuantity Offer eligibleCustomerType software application pricing Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Schema.org SoftwareApplication OfferCatalog Offer PriceSpecification SaaS pricing structured data Google Search Central structured data guidelines AI crawlers
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Schema.org UnitPriceSpecification billingDuration referenceQuantity Offer eligibleCustomerType software application pricing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1