Real ChatGPT answer · index seedMsfRe24Gh20completeHome services and improvement · roofingcommercial

Find me current reviews on commercial TPO roofing membrane brands that last longest in extreme southern heat without blistering.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Find me current reviews on commercial TPO roofing membrane brands that last longest in extreme southern heat without blistering.
1 real search · 1 real-search pass
2026 commercial TPO roofing membrane brand reviews extreme heat blistering field performance contractors GAF Carlisle Elevate Johns Manville VersicoGoogle ↗
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
2026 commercial TPO roofing membrane brand reviews extreme heat blistering field performance contractors GAF Carlisle Elevate Johns Manville Versico Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 commercial TPO roofing membrane brand reviews extreme heat blistering field performance contractors GAF Carlisle Elevate Johns Manville Versico
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1