Real ChatGPT answer · index seedJsLyfE9bkt4completeHome services and improvement · roofingbrand

How much does a standing seam metal roof cost for a 1500 square foot home and will the tax credits make it cheaper than asphalt

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much does a standing seam metal roof cost for a 1500 square foot home and will the tax credits make it cheaper than asphalt
2 real searches · 1 real-search pass
2026 standing seam metal roof cost installed per square foot asphalt shingle roof replacement cost estimatesGoogle ↗
OBSERVED
2026 federal residential energy tax credits metal roof tax credit 25C expiration December 31 2025 metal roofingGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
2026 standing seam metal roof cost installed per square foot asphalt shingle roof replacement cost estimates Google ↗
2026 federal residential energy tax credits metal roof tax credit 25C expiration December 31 2025 metal roofing Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 standing seam metal roof cost installed per square foot asphalt shingle roof replacement cost estimates
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
2026 federal residential energy tax credits metal roof tax credit 25C expiration December 31 2025 metal roofing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1