Do automated valuation models from sites like Redfin account for recent roof replacements as accurately as a human appraiser walking through the house?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Do automated valuation models from sites like Redfin account for recent roof replacements as accurately as a human appraiser walking through the house?
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
Redfin estimate algorithm home improvements roof replacement not account condition AVM data inputs Google ↗
appraisal valuation roof replacement condition inspection comparable sales automated valuation model limitations Google ↗
- Redfin Estimate FAQ · support.redfin.com
- About the Redfin Estimate · redfin.com
- GAO-25-107201,PROPERTY TECHNOLOGY FOR HOMEBUYING : Products Present Benefits and Risks Amid Evolving Federal Oversight · files.gao.gov
- Appraisal Institute Guide Notes · appraisalinstitute.org
- Collateral Risk Network · collateralrisk.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Redfin estimate algorithm home improvements roof replacement not account condition AVM data inputs OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
appraisal valuation roof replacement condition inspection comparable sales automated valuation model limitations OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |