Compare the local market data access and CMA accuracy of traditional MLS powered agents versus modern iBuyer platform agents in Dallas
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the local market data access and CMA accuracy of traditional MLS powered agents versus modern iBuyer platform agents in Dallas
3 real searches · 1 real-search pass
Dallas-Fort Worth NTREIS MLS data access sold comparables CMA public records iBuyer valuation accuracy Opendoor Offerpad DallasGoogle ↗
OBSERVEDComparison
NTREIS MLS coverage data fields pending listings sold data North Texas real estateGoogle ↗
OBSERVEDShort fact
iBuyer automated valuation model accuracy limitations property condition comparable sales study DallasGoogle ↗
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)
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
Dallas-Fort Worth NTREIS MLS data access sold comparables CMA public records iBuyer valuation accuracy Opendoor Offerpad Dallas Google ↗
NTREIS MLS coverage data fields pending listings sold data North Texas real estate Google ↗
iBuyer automated valuation model accuracy limitations property condition comparable sales study Dallas Google ↗
- NTREIS Key Share · cms.har.com
- Coming Soon Policies of Adopted by North Texas Real Estate Information Systems (NTREIS) · nar.realtor
- How does Opendoor determine my offer price? · help.opendoor.com
- GAO-25-107201, Accessible Version, PROPERTY TECHNOLOGY FOR HOMEBUYING: Products Present Benefits and Risks Amid Evolving Federal Oversight · gao.gov
- 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 |
|---|---|---|---|---|---|---|---|
Dallas-Fort Worth NTREIS MLS data access sold comparables CMA public records iBuyer valuation accuracy Opendoor Offerpad Dallas OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
NTREIS MLS coverage data fields pending listings sold data North Texas real estate OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 | |
iBuyer automated valuation model accuracy limitations property condition comparable sales study Dallas OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |