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What do recent consumer reviews say about CertainTeed versus Malarkey asphalt shingles regarding algae resistance and wind uplift ratings?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What do recent consumer reviews say about CertainTeed versus Malarkey asphalt shingles regarding algae resistance and wind uplift ratings?
1 real search · 1 real-search pass
2026 consumer reviews CertainTeed vs Malarkey asphalt shingles algae resistance wind uplift ratings homeowner reviewsGoogle ↗
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

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 consumer reviews CertainTeed vs Malarkey asphalt shingles algae resistance wind uplift ratings homeowner reviews
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1