Will replacing an asphalt shingle roof give me a better roof replacement home value impact than installing solar panels in Southern California?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Will replacing an asphalt shingle roof give me a better roof replacement home value impact than installing solar panels in Southern California?
2 real searches · 1 real-search pass
Southern California home resale value asphalt shingle roof replacement ROI Cost vs Value 2025 solar panels home value California owned leased studyGoogle ↗
OBSERVEDReason
California solar panels home value premium owned solar leased homes Lawrence Berkeley National Laboratory studyGoogle ↗
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
Southern California home resale value asphalt shingle roof replacement ROI Cost vs Value 2025 solar panels home value California owned leased study Google ↗
California solar panels home value premium owned solar leased homes Lawrence Berkeley National Laboratory study Google ↗
- Does a New Roof Add Home Value? Los Angeles Data (2026) · cali-energy.com
- Does a New Roof Increase Home Value? · redfin.com
- Residential Photovoltaic Energy Systems in California: The Effect on Home Sales Prices · eta.lbl.gov
- Berkeley Lab Report Says Solar Homes with Leased Systems Sell for the Same as Non-Solar Homes · emp.lbl.gov
- Solar at High Noon: Solar Home Premiums in a Rapidly Maturing Market by Jaclene Begley, Ben Hoen :: SSRN · papers.ssrn.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Southern California home resale value asphalt shingle roof replacement ROI Cost vs Value 2025 solar panels home value California owned leased study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
California solar panels home value premium owned solar leased homes Lawrence Berkeley National Laboratory study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |