Real ChatGPT answer · index seedpfDLdkXBWJwcompleteHome services and improvement · roofinglocal

What is the average cost per square foot for commercial TPO roofing if we are looking to replace the flat roof on our family business in Tempe?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the average cost per square foot for commercial TPO roofing if we are looking to replace the flat roof on our family business in Tempe?
1 real search · 1 real-search pass
2026 Tempe Arizona commercial TPO roof replacement cost per square foot installed labor materialsGoogle ↗
OBSERVEDShort fact

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 fact100%Other / navigationalComparisonConsequenceReasonDefinitionInstructionYes / 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
2026 Tempe Arizona commercial TPO roof replacement cost per square foot installed labor materials Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Tempe Arizona commercial TPO roof replacement cost per square foot installed labor materials
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1