Real ChatGPT answer · index seedtND0LtM1O3AcompleteHome services and improvement · roofinginformational

Are GAF Timberline HDZ shingles better than CertainTeed Landmark right now based on recent contractor reviews and warranty claims data from this year?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are GAF Timberline HDZ shingles better than CertainTeed Landmark right now based on recent contractor reviews and warranty claims data from this year?
3 real searches · 1 real-search pass
2026 GAF Timberline HDZ vs CertainTeed Landmark contractor reviews warranty claims data 2026Google ↗
OBSERVEDReason
GAF Timberline HDZ warranty claim rate 2026 CertainTeed Landmark warranty claims statisticsGoogle ↗
OBSERVEDReason
roofing contractor reviews Timberline HDZ Landmark shingle comparison 2026Google ↗
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 (3)
Short factOther / navigationalComparison33%ConsequenceReason67%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
2026 GAF Timberline HDZ vs CertainTeed Landmark contractor reviews warranty claims data 2026 Google ↗
GAF Timberline HDZ warranty claim rate 2026 CertainTeed Landmark warranty claims statistics Google ↗
roofing contractor reviews Timberline HDZ Landmark shingle comparison 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 GAF Timberline HDZ vs CertainTeed Landmark contractor reviews warranty claims data 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
GAF Timberline HDZ warranty claim rate 2026 CertainTeed Landmark warranty claims statistics
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
roofing contractor reviews Timberline HDZ Landmark shingle comparison 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1