Real ChatGPT answer · index seedpULmBcIZd4EcompleteHome services and improvement · roofingbrand

Are there any reputable consumer advocacy sites comparing the actual lifespan of CertainTeed versus GAF architectural shingles in harsh weather?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any reputable consumer advocacy sites comparing the actual lifespan of CertainTeed versus GAF architectural shingles in harsh weather?
3 real searches · 1 real-search pass
independent consumer testing actual lifespan architectural asphalt shingles CertainTeed GAF comparison Consumer ReportsGoogle ↗
OBSERVEDComparison
CertainTeed vs GAF shingles independent testing wind hail aging weather performance IBHS ULGoogle ↗
OBSERVEDComparison
asphalt shingle field study service life actual lifespan architectural shingles independent researchGoogle ↗
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 (3)
Short factOther / navigationalComparison67%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
independent consumer testing actual lifespan architectural asphalt shingles CertainTeed GAF comparison Consumer Reports Google ↗
CertainTeed vs GAF shingles independent testing wind hail aging weather performance IBHS UL Google ↗
asphalt shingle field study service life actual lifespan architectural shingles independent research Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
independent consumer testing actual lifespan architectural asphalt shingles CertainTeed GAF comparison Consumer Reports
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
CertainTeed vs GAF shingles independent testing wind hail aging weather performance IBHS UL
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
asphalt shingle field study service life actual lifespan architectural shingles independent research
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1