Real ChatGPT answer · index seed54drkfA6fCIcompleteHome services and improvement · roofingcommercial
Are solar panel roof integration systems worth the extra upfront investment for a household trying to lower monthly electric bills?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are solar panel roof integration systems worth the extra upfront investment for a household trying to lower monthly electric bills?
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). 1 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
solar shingles cost compared with traditional rooftop solar panels cost per watt 2025 2026 household payback Google ↗
DOE rooftop solar consumer guide solar roof shingles integrated photovoltaic costs efficiency roof replacement Google ↗
- Homeowner's Guide to Solar · energy.gov
- Rooftop Solar · energystar.gov
- Explore Solar Buyback Plans in Texas · choosetexaspower.org
- Texas Solar Buyback Plans · texaspowerguide.com
- Frequently asked questions about energy efficient home improvements and residential clean energy property credits · irs.gov
- 26 U.S.C. § 25D: Residential clean energy credit · uscode.house.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
solar shingles cost compared with traditional rooftop solar panels cost per watt 2025 2026 household payback OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
DOE rooftop solar consumer guide solar roof shingles integrated photovoltaic costs efficiency roof replacement OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |