Comparing Redfin and Zillow valuation accuracy for homes in up-and-coming urban neighborhoods with shifting demographic data.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Comparing Redfin and Zillow valuation accuracy for homes in up-and-coming urban neighborhoods with shifting demographic data.
3 real searches · 1 real-search pass
Redfin Estimate accuracy median error rate on-market off-market 2025 methodology officialGoogle ↗
OBSERVEDReason
Zillow Zestimate accuracy median error rate on-market off-market 2025 methodology officialGoogle ↗
OBSERVEDReason
automated valuation models rapidly changing neighborhoods comparable sales demographic data limitations academic researchGoogle ↗
OBSERVEDComparison
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). 1 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
Redfin Estimate accuracy median error rate on-market off-market 2025 methodology official Google ↗
Zillow Zestimate accuracy median error rate on-market off-market 2025 methodology official Google ↗
automated valuation models rapidly changing neighborhoods comparable sales demographic data limitations academic research Google ↗
- Redfin · redfin.com
- Zillow · zillow.com
- What is a Zestimate? · zillow.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
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Redfin Estimate accuracy median error rate on-market off-market 2025 methodology official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Zillow Zestimate accuracy median error rate on-market off-market 2025 methodology official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
automated valuation models rapidly changing neighborhoods comparable sales demographic data limitations academic research OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |