How can our small real estate firm adjust our automated valuation tools to account for rapidly changing neighborhood safety statistics?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How can our small real estate firm adjust our automated valuation tools to account for rapidly changing neighborhood safety statistics?
3 real searches · 1 real-search pass
HUD fair housing disparate impact automated valuation models neighborhood crime data property valuation guidanceGoogle ↗
OBSERVEDReason
FBI Crime Data Explorer data limitations reporting coverage NIBRS participation monthly crime dataGoogle ↗
OBSERVEDReason
FHFA automated valuation model quality control standards rule 2024 fair housing nondiscriminationGoogle ↗
OBSERVEDOther / navigational
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
HUD fair housing disparate impact automated valuation models neighborhood crime data property valuation guidance Google ↗
FBI Crime Data Explorer data limitations reporting coverage NIBRS participation monthly crime data Google ↗
FHFA automated valuation model quality control standards rule 2024 fair housing nondiscrimination Google ↗
- Quality Control Standards for Automated Valuation Models · fhfa.gov
- Quality Control Standards for Automated Valuation Models · consumerfinance.gov
- Quality control standards for automated valuation models · consumerfinance.gov
- Crime data · cde.ucr.cjis.gov
- NIBRS · fbi.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
HUD fair housing disparate impact automated valuation models neighborhood crime data property valuation guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FBI Crime Data Explorer data limitations reporting coverage NIBRS participation monthly crime data OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FHFA automated valuation model quality control standards rule 2024 fair housing nondiscrimination OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |