Real ChatGPT answer · index seedP7TRmWIxv6UcompleteHome services and improvement · roofingcomparison

CertainTeed Flintlastic SA roll roofing vs traditional torch down membranes for low slope commercial roof additions

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
CertainTeed Flintlastic SA roll roofing vs traditional torch down membranes for low slope commercial roof additions
2 real searches · 1 real-search pass
CertainTeed Flintlastic SA product data installation guide minimum slope substrate temperature commercial roofing warrantyGoogle ↗
OBSERVEDReason
CertainTeed Flintlastic torch applied modified bitumen product data installation guide low slope roofGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / 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
CertainTeed Flintlastic SA product data installation guide minimum slope substrate temperature commercial roofing warranty Google ↗
CertainTeed Flintlastic torch applied modified bitumen product data installation guide low slope roof Google ↗
  1. Flintlastic SA · certainteed.com
  2. Flintlastic® SA PlyBase · certainteed.com
  3. Flintlastic® GTA-FR · certainteed.com
  4. Flintlastic® SA Cap Sheet · buildsite.com
  5. Flintlastic Installation Instruction · certainteed.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CertainTeed Flintlastic SA product data installation guide minimum slope substrate temperature commercial roofing warranty
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CertainTeed Flintlastic torch applied modified bitumen product data installation guide low slope roof
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1