Real ChatGPT answer · index seedf09RI3mYOS0completeHome services and improvement · roofinginformational

What are the current material cost trends for architectural shingles versus traditional three-tab shingles in the Northeast U.S. market right now?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the current material cost trends for architectural shingles versus traditional three-tab shingles in the Northeast U.S. market right now?
3 real searches · 1 real-search pass
2026 Northeast U.S. asphalt roofing shingles material prices architectural vs three-tab cost trends October 2026Google ↗
OBSERVEDComparison
2026 asphalt shingle manufacturer price increases roofing materials Northeast October 2026Google ↗
OBSERVEDConsequence
2026 roofing shingle price per bundle architectural three tab Northeast supplier pricingGoogle ↗
OBSERVEDShort fact

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 fact33%Other / navigationalComparison33%Consequence33%ReasonDefinitionInstructionYes / 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 Northeast U.S. asphalt roofing shingles material prices architectural vs three-tab cost trends October 2026 Google ↗
2026 asphalt shingle manufacturer price increases roofing materials Northeast October 2026 Google ↗
2026 roofing shingle price per bundle architectural three tab Northeast supplier pricing Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Northeast U.S. asphalt roofing shingles material prices architectural vs three-tab cost trends October 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026 asphalt shingle manufacturer price increases roofing materials Northeast October 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
2026 roofing shingle price per bundle architectural three tab Northeast supplier pricing
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1