Real ChatGPT answer · index seedhwEjEod5CpAcompleteReal estate · home valuationinformational

Does replacing an aging shingle roof provide a good return on investment for home resale value according to recent real estate data?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Does replacing an aging shingle roof provide a good return on investment for home resale value according to recent real estate data?
3 real searches · 1 real-search pass
2025 Cost vs Value report asphalt shingle roof replacement resale value cost recouped 2025Google ↗
OBSERVEDReason
2026 Cost vs Value report asphalt shingle roof replacement ROI resale valueGoogle ↗
OBSERVEDComparison
NAR remodeling impact report roof replacement buyer value aging roof resaleGoogle ↗
OBSERVEDReason

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 (3)
Short factOther / navigationalComparison33%ConsequenceReason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
2025 Cost vs Value report asphalt shingle roof replacement resale value cost recouped 2025 Google ↗
2026 Cost vs Value report asphalt shingle roof replacement ROI resale value Google ↗
NAR remodeling impact report roof replacement buyer value aging roof resale Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 Cost vs Value report asphalt shingle roof replacement resale value cost recouped 2025
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2026 Cost vs Value report asphalt shingle roof replacement ROI resale value
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
NAR remodeling impact report roof replacement buyer value aging roof resale
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1