Real ChatGPT answer · index seedZyvoUaX8dxkcompleteHome services and improvement · roofingbrand

How does CertainTeed stack up against GAF for architectural shingles regarding warranty coverage and long term durability according to recent reviews

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

The searches the AI actually ran for this prompt.

SEED QUERY
How does CertainTeed stack up against GAF for architectural shingles regarding warranty coverage and long term durability according to recent reviews
2 real searches · 1 real-search pass
CertainTeed vs GAF architectural shingles 2025 2026 reviews durability warranty homeowner reviewsGoogle ↗
OBSERVEDReason
CertainTeed Landmark Pro Landmark ClimateFlex warranty official GAF Timberline HDZ warranty officialGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%ComparisonConsequenceReason50%DefinitionInstructionYes / 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
CertainTeed vs GAF architectural shingles 2025 2026 reviews durability warranty homeowner reviews Google ↗
CertainTeed Landmark Pro Landmark ClimateFlex warranty official GAF Timberline HDZ warranty official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CertainTeed vs GAF architectural shingles 2025 2026 reviews durability warranty homeowner reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CertainTeed Landmark Pro Landmark ClimateFlex warranty official GAF Timberline HDZ warranty official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1