Real ChatGPT answer · index seedDDiUIwnxFFgcompleteHome services and improvement · roofingcommercial

Are there any affordable commercial TPO roofing contractors near Austin Texas who work on small businesses and student startups?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any affordable commercial TPO roofing contractors near Austin Texas who work on small businesses and student startups?
1 real search · 1 real-search pass
Austin Texas commercial TPO roofing contractors small commercial projects affordable financing reviewsGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
Austin Texas commercial TPO roofing contractors small commercial projects affordable financing reviews Google ↗
  1. Company website · fifthwallroofing.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Austin Texas commercial TPO roofing contractors small commercial projects affordable financing reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1