Real ChatGPT answer · index seedI8oM4zP80WkcompleteReal estate · home valuationcommercial

How drastically does switching from a 3-tab shingle roof to architectural standing seam metal impact the appraised value of a mid-century modern home?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How drastically does switching from a 3-tab shingle roof to architectural standing seam metal impact the appraised value of a mid-century modern home?
2 real searches · 1 real-search pass
standing seam metal roof resale value appraisal cost recoupment study asphalt roof replacement mid century modernGoogle ↗
OBSERVED
Fannie Mae appraisal roof condition quality adjustments comparable sales metal roof contributory valueGoogle ↗
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
standing seam metal roof resale value appraisal cost recoupment study asphalt roof replacement mid century modern Google ↗
Fannie Mae appraisal roof condition quality adjustments comparable sales metal roof contributory value Google ↗
  1. Adjustments to Comparable Sales · selling-guide.fanniemae.com
  2. Property Condition and Quality of Construction of the Improvements · selling-guide.fanniemae.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
standing seam metal roof resale value appraisal cost recoupment study asphalt roof replacement mid century modern
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Fannie Mae appraisal roof condition quality adjustments comparable sales metal roof contributory value
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1