Real ChatGPT answer · index seedtqa7nxVuXyYcompleteHome services and improvement · solar panelsinformational
Are solar roof shingles actually worth the extra cost compared to regular panels when trying to keep my college rental house aesthetic looking normal?
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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 regular panels when trying to keep my college rental house aesthetic looking normal?
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
2026 solar roof shingles cost per watt compared traditional solar panels cost efficiency Tesla Solar Roof GAF Timberline Solar Google ↗
2026 federal residential clean energy tax credit solar expiration 2025 IRS Google ↗
- Solar Shingles 2026: GAF Timberline vs Tesla Solar Roof vs CertainTeed · ohmsnap.com
- 2026 Solar Roof Cost · homeguide.com
- The 'solar' in these solar roofs is invisible. Are they worth the price? · washingtonpost.com
- 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
- Instructions for Form 5695 (2025) · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 solar roof shingles cost per watt compared traditional solar panels cost efficiency Tesla Solar Roof GAF Timberline Solar OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 federal residential clean energy tax credit solar expiration 2025 IRS OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |