Real ChatGPT answer · index seedwBnLyXHVwx0completeHome services and improvement · solar panelsinformational
Are solar roof shingles actually worth the extra cost compared to traditional panels if we are redoing our roof this year with two kids in college?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are solar roof shingles actually worth the extra cost compared to traditional panels if we are redoing our roof this year with two kids in college?
3 real searches · 1 real-search pass
2026 solar tax credit residential solar panels shingles federal tax credit expiration 2025 current lawGoogle ↗
OBSERVEDReason
solar shingles vs traditional solar panels cost per watt installation 2026 United StatesGoogle ↗
OBSERVEDComparison
Texas residential solar net metering buyback plans property tax exemption solar 2026Google ↗
OBSERVEDComparison
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 solar tax credit residential solar panels shingles federal tax credit expiration 2025 current law Google ↗
solar shingles vs traditional solar panels cost per watt installation 2026 United States Google ↗
Texas residential solar net metering buyback plans property tax exemption solar 2026 Google ↗
- Instructions for Form 5695 (2025) · irs.gov
- FS-2025-05: 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 Act (OBBB). · content.govdelivery.com
- Residential Clean Energy Credit · irs.gov
- Solar Exemptions · traviscad.org
- Property Tax Exemptions · comptroller.texas.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 solar tax credit residential solar panels shingles federal tax credit expiration 2025 current law OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
solar shingles vs traditional solar panels cost per watt installation 2026 United States OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Texas residential solar net metering buyback plans property tax exemption solar 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |