Real ChatGPT answer · index seedBKieWZygOHAcompleteTelecom and utilities · energy efficiencylocal

Can you recommend certified contractors in Roseville who specialize in commercial attic insulation upgrades and air sealing for small businesses

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you recommend certified contractors in Roseville who specialize in commercial attic insulation upgrades and air sealing for small businesses
1 real search · 1 real-search pass
Roseville California certified commercial insulation contractors attic insulation air sealing small business BPI RESNET credentialsGoogle ↗
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). 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
Roseville California certified commercial insulation contractors attic insulation air sealing small business BPI RESNET credentials Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Roseville California certified commercial insulation contractors attic insulation air sealing small business BPI RESNET credentials
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1