Real ChatGPT answer · index seedAgN2c22y8RkcompleteHome services and improvement · roofingcommercial

Which regional roofing contractors in Atlanta have the best BBB ratings and manufacturer certifications for commercial flat roof retrofits using mechanically fastened TPO systems?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which regional roofing contractors in Atlanta have the best BBB ratings and manufacturer certifications for commercial flat roof retrofits using mechanically fastened TPO systems?
1 real search · 1 real-search pass
Atlanta commercial roofing contractors mechanically fastened TPO manufacturer certifications BBB ratings 2026Google ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
Atlanta commercial roofing contractors mechanically fastened TPO manufacturer certifications BBB ratings 2026 Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Atlanta commercial roofing contractors mechanically fastened TPO manufacturer certifications BBB ratings 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1