Real ChatGPT answer · index seedsUbR5kINA2kcompleteHome services and improvement · roofingcommercial

Between GAF and Malarkey shingles, which one holds up better against severe weather without blowing my home improvement budget?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Between GAF and Malarkey shingles, which one holds up better against severe weather without blowing my home improvement budget?
1 real search · 1 real-search pass
GAF vs Malarkey shingles severe weather wind hail resistance price warranty SBS polymer modified ArizonaGoogle ↗
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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
GAF vs Malarkey shingles severe weather wind hail resistance price warranty SBS polymer modified Arizona Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GAF vs Malarkey shingles severe weather wind hail resistance price warranty SBS polymer modified Arizona
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1