Will replacing my aging shingle roof recoup its full cost in appraisal value before I list my house in Denver this spring?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Will replacing my aging shingle roof recoup its full cost in appraisal value before I list my house in Denver this spring?
3 real searches · 1 real-search pass
2025 Cost vs Value report asphalt shingle roof replacement resale value DenverGoogle ↗
OBSERVEDReason
Denver Colorado roof replacement resale value cost recouped appraisal 2025 2026 asphalt shinglesGoogle ↗
OBSERVEDShort fact
Denver CO asphalt shingle roof replacement cost per square foot 2026Google ↗
OBSERVEDShort fact
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)
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
Queries
3 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 Denver OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Denver Colorado roof replacement resale value cost recouped appraisal 2025 2026 asphalt shingles OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
Denver CO asphalt shingle roof replacement cost per square foot 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |