Real ChatGPT answer · index seedC322f403axwcompleteHome services and improvement · roofingbrand

What is the current going rate per square for metal roof installation labor in the Pacific Northwest since my contractor gave me a quote that seems way too high

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 current going rate per square for metal roof installation labor in the Pacific Northwest since my contractor gave me a quote that seems way too high
1 real search · 1 real-search pass
2026 Pacific Northwest metal roofing installation labor cost per square labor only standing seam exposed fastener Washington Oregon contractor ratesGoogle ↗
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 (1)
Short fact100%Other / navigationalComparisonConsequenceReasonDefinitionInstructionYes / 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 Pacific Northwest metal roofing installation labor cost per square labor only standing seam exposed fastener Washington Oregon contractor rates Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Pacific Northwest metal roofing installation labor cost per square labor only standing seam exposed fastener Washington Oregon contractor rates
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1