Real ChatGPT answer · index seedeL7YU2tbHSwcompleteHome services and improvement · roofingcommercial

What is the average cost to install a commercial TPO roof on a flat section of a large residential outbuilding in Texas?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the average cost to install a commercial TPO roof on a flat section of a large residential outbuilding in Texas?
2 real searches · 1 real-search pass
Texas commercial TPO roof installation cost per square foot 2026Google ↗
OBSERVEDShort fact
2026 commercial TPO roofing installation cost per square foot Texas labor materials tear off insulationGoogle ↗
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 (2)
Short fact50%Other / navigationalComparison50%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Texas commercial TPO roof installation cost per square foot 2026 Google ↗
2026 commercial TPO roofing installation cost per square foot Texas labor materials tear off insulation Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Texas commercial TPO roof installation cost per square foot 2026
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
2026 commercial TPO roofing installation cost per square foot Texas labor materials tear off insulation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1