Real ChatGPT answer · index seedSVCyVkPtZ28completeHome services and improvement · roofingcommercial

What are the current market prices for installing commercial TPO roofing on a 5000 square foot building in Texas?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the current market prices for installing commercial TPO roofing on a 5000 square foot building in Texas?
2 real searches · 1 real-search pass
2026 Texas commercial TPO roofing installation cost per square foot labor materials 60 mil 80 milGoogle ↗
OBSERVEDShort fact
Texas commercial TPO roof replacement cost per square foot 2026 insulation tear off installationGoogle ↗
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
2026 Texas commercial TPO roofing installation cost per square foot labor materials 60 mil 80 mil Google ↗
Texas commercial TPO roof replacement cost per square foot 2026 insulation tear off installation Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Texas commercial TPO roofing installation cost per square foot labor materials 60 mil 80 mil
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Texas commercial TPO roof replacement cost per square foot 2026 insulation tear off installation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1