Real ChatGPT answer · index seedygpVbxAHuzocompleteTelecom and utilities · energy efficiencycommercial
Calculate the estimated return on investment for replacing a failing asphalt roof with integrated solar shingles while factoring in federal tax credits.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Calculate the estimated return on investment for replacing a failing asphalt roof with integrated solar shingles while factoring in federal tax credits.
3 real searches · 1 real-search pass
2026 federal residential clean energy credit solar shingles Section 25D terminated December 31 2025 IRSGoogle ↗
OBSERVEDConsequence
integrated solar shingles cost per square foot 2025 2026 Tesla Solar Roof cost per watt installationGoogle ↗
OBSERVEDComparison
Santa Clara California residential electricity rates PG&E 2026 solar export compensation NEM 3.0Google ↗
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
2026 federal residential clean energy credit solar shingles Section 25D terminated December 31 2025 IRS Google ↗
integrated solar shingles cost per square foot 2025 2026 Tesla Solar Roof cost per watt installation Google ↗
Santa Clara California residential electricity rates PG&E 2026 solar export compensation NEM 3.0 Google ↗
- FAQs for modification of sections 25C, 25D, 25E, 30C, 30D, 45L, 45W, AND 179D under Public Law 119-21, 139 Stat. 72 (July 4, 2025), commonly known as the One, Big, Beautiful Bill (OBBB) · irs.gov
- 26 U.S.C. § 25D: Residential clean energy credit · uscode.house.gov
- Frequently asked questions about energy efficient home improvements and residential clean energy property credits - Residential Clean Energy Property Credit - Qualifying expenditures and credit amount · irs.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 federal residential clean energy credit solar shingles Section 25D terminated December 31 2025 IRS OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
integrated solar shingles cost per square foot 2025 2026 Tesla Solar Roof cost per watt installation OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Santa Clara California residential electricity rates PG&E 2026 solar export compensation NEM 3.0 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |