Real ChatGPT answer · index seedAhaBCpSCcDscompleteHome services and improvement · roofingcomparison

Is a modified bitumen torch down roof still a viable option compared to modern TPO for a low slope residential roof replacement?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is a modified bitumen torch down roof still a viable option compared to modern TPO for a low slope residential roof replacement?
2 real searches · 1 real-search pass
California residential low slope roof replacement cool roof requirements Title 24 2025 TPO modified bitumen torch applied fire safety manufacturer guidanceGoogle ↗
OBSERVEDInstruction
NRCA modified bitumen roofing TPO membrane low slope roof installation maintenance comparisonGoogle ↗
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 factOther / navigationalComparison50%ConsequenceReasonDefinitionInstruction50%Yes / no

Classes come from the query-classifier (a local Laya model). 1 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
California residential low slope roof replacement cool roof requirements Title 24 2025 TPO modified bitumen torch applied fire safety manufacturer guidance Google ↗
NRCA modified bitumen roofing TPO membrane low slope roof installation maintenance comparison Google ↗
  1. CA Title 24 · coolroofs.org
  2. 2025 CF1R-ALT-01-E Prescriptive Alterations Building · energy.ca.gov
  3. Low slope - California’s Title 24 · coolcalifornia.arb.ca.gov
  4. R905 Requirements for Roof Coverings · gocodebook.com
  5. 1512 Reroofing · gocodebook.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
California residential low slope roof replacement cool roof requirements Title 24 2025 TPO modified bitumen torch applied fire safety manufacturer guidance
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
NRCA modified bitumen roofing TPO membrane low slope roof installation maintenance comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1