Real ChatGPT answer · index seedn57xExHBJXocompleteHome services and improvement · roofinginformational

What is the price difference between architectural and three tab shingles installed, and is the shorter lifespan of three tab worth the upfront savings?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the price difference between architectural and three tab shingles installed, and is the shorter lifespan of three tab worth the upfront savings?
1 real search · 1 real-search pass
2026 asphalt shingle roof replacement cost installed three tab architectural shingles lifespan comparison United States 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
2026 asphalt shingle roof replacement cost installed three tab architectural shingles lifespan comparison United States 2026 Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 asphalt shingle roof replacement cost installed three tab architectural shingles lifespan comparison United States 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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