How accurate are Zillow estimates in competitive urban markets compared to recent comparative market analyses from licensed brokers
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How accurate are Zillow estimates in competitive urban markets compared to recent comparative market analyses from licensed brokers
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
Zillow Zestimate accuracy median error rate on-market off-market urban markets methodology 2025 Google ↗
automated valuation model accuracy compared to broker comparative market analysis recent comparable sales limitations urban real estate Google ↗
- What is a Zestimate? · zillow.com
- What is a Zestimate? · zillow.com
- GAO-25-107201,PROPERTY TECHNOLOGY FOR HOMEBUYING : Products Present Benefits and Risks Amid Evolving Federal Oversight · files.gao.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Zillow Zestimate accuracy median error rate on-market off-market urban markets methodology 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
automated valuation model accuracy compared to broker comparative market analysis recent comparable sales limitations urban real estate OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |