My husband and I are prepping for a refinance home appraisal, so what specific upgrades actually boost the valuation the most this year?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My husband and I are prepping for a refinance home appraisal, so what specific upgrades actually boost the valuation the most this year?
3 real searches · 1 real-search pass
2025 2026 Cost vs Value remodeling report highest return projects garage door entry door minor kitchen remodelGoogle ↗
OBSERVEDComparison
Fannie Mae appraisal property condition improvements comparable sales appraiser renovations documentation refinanceGoogle ↗
OBSERVEDReason
Freddie Mac appraisal property improvements condition quality updates comparable sales homeowner prepare appraisalGoogle ↗
OBSERVEDConsequence
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
2025 2026 Cost vs Value remodeling report highest return projects garage door entry door minor kitchen remodel Google ↗
Fannie Mae appraisal property condition improvements comparable sales appraiser renovations documentation refinance Google ↗
Freddie Mac appraisal property improvements condition quality updates comparable sales homeowner prepare appraisal Google ↗
- 2025 Cost vs. Value Report · zondahome.com
- CVV Projects · jlconline.com
- CVV Projects · jlconline.com
- Improvements Section of the Appraisal Report · selling-guide.fanniemae.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 Cost vs Value remodeling report highest return projects garage door entry door minor kitchen remodel OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Fannie Mae appraisal property condition improvements comparable sales appraiser renovations documentation refinance OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Freddie Mac appraisal property improvements condition quality updates comparable sales homeowner prepare appraisal OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |