Real ChatGPT answer · index seedvFtyyfzsjrQcompleteReal estate · new constructioncomparison

How does the resale value of a new construction home with a metal roof compare to one with architectural asphalt shingles after five years

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

The searches the AI actually ran for this prompt.

SEED QUERY
How does the resale value of a new construction home with a metal roof compare to one with architectural asphalt shingles after five years
2 real searches · 1 real-search pass
metal roof resale value compared with asphalt shingles five years home resale appraisal study 2025Google ↗
OBSERVEDComparison
2025 cost vs value metal roof asphalt shingles resale ROI home improvement reportGoogle ↗
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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
metal roof resale value compared with asphalt shingles five years home resale appraisal study 2025 Google ↗
2025 cost vs value metal roof asphalt shingles resale ROI home improvement report Google ↗
  1. CVV Projects · jlconline.com
  2. Cost vs. Value 2025 · d1e1jt2fj4r8r.cloudfront.net

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
metal roof resale value compared with asphalt shingles five years home resale appraisal study 2025
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2025 cost vs value metal roof asphalt shingles resale ROI home improvement report
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1