How do appraisers account for the negative valuation variance of homes backing up to major interstate highways or industrial corridors
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do appraisers account for the negative valuation variance of homes backing up to major interstate highways or industrial corridors
2 real searches · 1 real-search pass
residential real estate appraisal external obsolescence highway noise paired sales analysis industrial proximity location adjustment USPAPGoogle ↗
OBSERVEDReason
Fannie Mae appraisal external influences adverse site conditions marketability comparable sales adjustments highway noiseGoogle ↗
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 (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
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
residential real estate appraisal external obsolescence highway noise paired sales analysis industrial proximity location adjustment USPAP OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Fannie Mae appraisal external influences adverse site conditions marketability comparable sales adjustments highway noise OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |