Real ChatGPT answer · index seed7nyNTyvdqZ4completeHome services and improvement · roofingcommercial

Our upstairs bedrooms get unbearably hot in the summer, so what attic ventilation and insulation upgrades should we ask our roofer to include?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Our upstairs bedrooms get unbearably hot in the summer, so what attic ventilation and insulation upgrades should we ask our roofer to include?
1 real search · 1 real-search pass
U.S. Department of Energy attic air sealing insulation ventilation soffit ridge vent guidance R-49 Massachusetts climate zone 5Google ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
U.S. Department of Energy attic air sealing insulation ventilation soffit ridge vent guidance R-49 Massachusetts climate zone 5 Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
U.S. Department of Energy attic air sealing insulation ventilation soffit ridge vent guidance R-49 Massachusetts climate zone 5
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
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