How do appraisers handle unique architectural features in historic homes that lack comparable sales in the local neighborhood, and does that usually hurt or help the final valuation number
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do appraisers handle unique architectural features in historic homes that lack comparable sales in the local neighborhood, and does that usually hurt or help the final valuation number
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
Fannie Mae appraisal unique properties comparable sales historic homes comparable sales adjustments guidance Google ↗
The Appraisal Foundation historic properties appraisal comparable sales unique features market value guidance Google ↗
- Improvements Section of the Appraisal Report · selling-guide.fanniemae.com
- Selling Guide_4.22.2026 · singlefamily.fanniemae.com
- Appraisal Institute Guide Notes · appraisalinstitute.org
- Adjustments to Comparable Sales · selling-guide.fanniemae.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Fannie Mae appraisal unique properties comparable sales historic homes comparable sales adjustments guidance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
The Appraisal Foundation historic properties appraisal comparable sales unique features market value guidance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |