Real ChatGPT answer · index seedqyE1VxbYXDUcompleteHome services and improvement · roofinglocal

What do local Phoenix roofers charge per square foot to upgrade from old three tab shingles to architectural shingles

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 local Phoenix roofers charge per square foot to upgrade from old three tab shingles to architectural shingles
1 real search · 1 real-search pass
Phoenix Arizona 2026 asphalt shingle roof replacement cost per square foot architectural shingles three tab upgrade 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
Phoenix Arizona 2026 asphalt shingle roof replacement cost per square foot architectural shingles three tab upgrade cost Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Phoenix Arizona 2026 asphalt shingle roof replacement cost per square foot architectural shingles three tab upgrade cost
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1