Real ChatGPT answer · index seedBWkSSCcu2VEcompleteHome services and improvement · roofingcommercial

What are the current market prices per square for premium architectural shingles from major manufacturers like IKO, Malarkey, and Tamko?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the current market prices per square for premium architectural shingles from major manufacturers like IKO, Malarkey, and Tamko?
1 real search · 1 real-search pass
2026 current price per square premium architectural asphalt shingles IKO Dynasty Malarkey Vista Legacy TAMKO Heritage Titan XT material costGoogle ↗
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
2026 current price per square premium architectural asphalt shingles IKO Dynasty Malarkey Vista Legacy TAMKO Heritage Titan XT material cost Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 current price per square premium architectural asphalt shingles IKO Dynasty Malarkey Vista Legacy TAMKO Heritage Titan XT material cost
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1