Real ChatGPT answer · index seedKZkqFY4xp3YcompleteTelecom and utilities · energy efficiencyinformational
Are solar shingle roofs actually worth the investment for a detached home in the suburbs, or should I just stick with traditional solar panels?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are solar shingle roofs actually worth the investment for a detached home in the suburbs, or should I just stick with traditional solar panels?
3 real searches · 1 real-search pass
2026 residential solar panel installation cost per watt United States solar shingles cost comparison 2026Google ↗
OBSERVEDComparison
2026 federal residential clean energy tax credit solar panels solar shingles expiration 2025 IRSGoogle ↗
OBSERVEDComparison
North Carolina residential solar incentives net metering Duke Energy 2026 rooftop solarGoogle ↗
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). 2 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 residential solar panel installation cost per watt United States solar shingles cost comparison 2026 Google ↗
2026 federal residential clean energy tax credit solar panels solar shingles expiration 2025 IRS Google ↗
North Carolina residential solar incentives net metering Duke Energy 2026 rooftop solar Google ↗
- Solar Panel Cost in 2026: Prices by Size & State · solar.com
- How much do solar panels cost · solarreviews.com
- Instructions for Form 5695 (2025) · irs.gov
- Residential Clean Energy Credit · irs.gov
- Net Metering · publicstaff.nc.gov
- North Carolina Solar Incentives, Tax Credits & Rebates 2026 · energysage.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 residential solar panel installation cost per watt United States solar shingles cost comparison 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 federal residential clean energy tax credit solar panels solar shingles expiration 2025 IRS OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
North Carolina residential solar incentives net metering Duke Energy 2026 rooftop solar OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |