Real ChatGPT answer · index seedTvE9yQTZmAUcompleteMarketing and advertising · local marketingcommercial

How does schema markup for voice search queries differ from traditional local SEO keyword targeting for HVAC contractors

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does schema markup for voice search queries differ from traditional local SEO keyword targeting for HVAC contractors
2 real searches · 1 real-search pass
Google Search Central structured data LocalBusiness FAQPage speakable voice search documentation HVAC schema markupGoogle ↗
OBSERVEDOther / navigational
Google Search Central structured data LocalBusiness FAQPage HowTo schema voice search structured data guidelines HVAC local SEOGoogle ↗
OBSERVEDInstruction

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%ComparisonConsequenceReasonDefinitionInstruction50%Yes / 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
Google Search Central structured data LocalBusiness FAQPage speakable voice search documentation HVAC schema markup Google ↗
Google Search Central structured data LocalBusiness FAQPage HowTo schema voice search structured data guidelines HVAC local SEO Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Google Search Central structured data LocalBusiness FAQPage speakable voice search documentation HVAC schema markup
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Google Search Central structured data LocalBusiness FAQPage HowTo schema voice search structured data guidelines HVAC local SEO
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1