How does the Fannie Mae appraisal dataset affect how local appraisers value energy efficient upgrades like solar panels
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the Fannie Mae appraisal dataset affect how local appraisers value energy efficient upgrades like solar panels
3 real searches · 1 real-search pass
Fannie Mae appraisal solar panels valuation owned leased comparable sales Selling Guide energy efficient improvementsGoogle ↗
OBSERVEDComparison
Fannie Mae Uniform Appraisal Dataset UAD solar panels energy efficiency appraisal data modernizationGoogle ↗
OBSERVEDReason
Fannie Mae appraisal energy efficiency features green building solar panels appraiser guidanceGoogle ↗
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
Fannie Mae appraisal solar panels valuation owned leased comparable sales Selling Guide energy efficient improvements Google ↗
Fannie Mae Uniform Appraisal Dataset UAD solar panels energy efficiency appraisal data modernization Google ↗
Fannie Mae appraisal energy efficiency features green building solar panels appraiser guidance Google ↗
- Improvements Section of the Appraisal Report · selling-guide.fanniemae.com
- Fannie Mae Selling Guide March 4, 2026 · singlefamily.fanniemae.com
- Uniform Appraisal Dataset · singlefamily.fanniemae.com
- Appraiser Update · singlefamily.fanniemae.com
- Fannie Mae Selling Guide Supplement Uniform Appraisal Dataset (UAD) 3.6 Policy · singlefamily.fanniemae.com
- Uniform Appraisal Dataset (UAD) Appraisal-Level Public Use File (PUF) · fhfa.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Fannie Mae appraisal solar panels valuation owned leased comparable sales Selling Guide energy efficient improvements OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Fannie Mae Uniform Appraisal Dataset UAD solar panels energy efficiency appraisal data modernization OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Fannie Mae appraisal energy efficiency features green building solar panels appraiser guidance OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |