What are the most common reasons a refinance home appraisal comes in lower than expected in a rapidly cooling suburban housing market?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most common reasons a refinance home appraisal comes in lower than expected in a rapidly cooling suburban housing market?
1 real search · 1 real-search pass
Fannie Mae appraisal market conditions declining market time adjustments comparable sales seller concessions refinance appraisal comparable selectionGoogle ↗
OBSERVEDComparison
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
Fannie Mae appraisal market conditions declining market time adjustments comparable sales seller concessions refinance appraisal comparable selection Google ↗
- Adjustments to Comparable Sales · selling-guide.fanniemae.com
- Appraiser Update · singlefamily.fanniemae.com
- Appraiser Report Market Analysis Requirements · sf.freddiemac.com
- Fannie Mae November 2025 Selling Guide · cdn.lhfs.com
- Comparable Sales · selling-guide.fanniemae.com