Real ChatGPT answer · index seeduZZlC1dxPT0completeHome services and improvement · roofingcommercial

comparing gaf timberline hdz versus certainteed landmark architectural shingles to see which brand gives the best value for a standard house

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
comparing gaf timberline hdz versus certainteed landmark architectural shingles to see which brand gives the best value for a standard house
1 real search · 1 real-search pass
GAF Timberline HDZ vs CertainTeed Landmark architectural shingles warranty wind algae installation cost value 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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
GAF Timberline HDZ vs CertainTeed Landmark architectural shingles warranty wind algae installation cost value comparison 2026 Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GAF Timberline HDZ vs CertainTeed Landmark architectural shingles warranty wind algae installation cost value comparison 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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