Real ChatGPT answer · index seedTSAKmrj1BxYcompleteHome services and improvement · roofingcommercial

Looking for the best attic ventilation and insulation contractors near Chicago who specialize in commercial metal buildings

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Looking for the best attic ventilation and insulation contractors near Chicago who specialize in commercial metal buildings
1 real search · 1 real-search pass
Chicago commercial metal building insulation ventilation contractors metal building specialistsGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
Chicago commercial metal building insulation ventilation contractors metal building specialists Google ↗
  1. Metal Building Insulation Services · greenattic.com
  2. Metal Building Insulation · thermaseallakeside.com
  3. Commercial Insulation Services · northwestinsulation.net
  4. Anchor Building Solutions · anchorbuilding.solutions
  5. Air Design Systems · airdesignsys.com
  6. NSS Exteriors · nss-exteriors.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Chicago commercial metal building insulation ventilation contractors metal building specialists
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1