Does a full architectural shingle roof replacement actually add dollar-for-dollar value to a home valuation when selling in a buyer's market?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Does a full architectural shingle roof replacement actually add dollar-for-dollar value to a home valuation when selling in a buyer's market?
2 real searches · 1 real-search pass
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)
Classes come from the query-classifier (a local Laya model). 2 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
2025 Cost vs Value report asphalt shingle roof replacement resale value cost recoup national average Google ↗
NAR Remodeling Impact Report roof replacement buyers roof condition resale value appraisal roof replacement dollar for dollar Google ↗
- 2025 Remodeling · nar.realtor
- ‘Should I Remodel My Home Before I Sell?’ · nar.realtor
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 Cost vs Value report asphalt shingle roof replacement resale value cost recoup national average OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NAR Remodeling Impact Report roof replacement buyers roof condition resale value appraisal roof replacement dollar for dollar OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |