Real ChatGPT answer · index seedJT8JVSHoaAgcompleteHome services and improvement · roofingcomparison
I need to know if CertainTeed solar roof shingles are financially viable compared to traditional panels mounted on top of a standard asphalt roof.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need to know if CertainTeed solar roof shingles are financially viable compared to traditional panels mounted on top of a standard asphalt roof.
3 real searches · 1 real-search pass
CertainTeed solar shingles Solstice Shingle system cost efficiency warranty 2026Google ↗
OBSERVED
2026 federal residential solar tax credit 25D terminated 2025 official IRSGoogle ↗
OBSERVED
CertainTeed Solstice Shingle installation cost solar shingles versus rooftop solar panels cost per watt 2025 2026Google ↗
OBSERVED
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.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
CertainTeed solar shingles Solstice Shingle system cost efficiency warranty 2026 Google ↗
2026 federal residential solar tax credit 25D terminated 2025 official IRS Google ↗
CertainTeed Solstice Shingle installation cost solar shingles versus rooftop solar panels cost per watt 2025 2026 Google ↗
- Solar Shingles: Is The Look Worth The Price? · energysage.com
- 10kW Solar Panel Systems: How Much Do They Cost? · energysage.com
- Solar Panel Cost In 2026: It May Be Lower Than You Think · energysage.com
- Electric Rates & Rate Classes · slvrec.com
- Solstice® Shingle · certainteed.com
- The CertainTeed Solar Warranty Advantage · certainteed.com
- Residential Clean Energy Credit · irs.gov
- 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
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
CertainTeed solar shingles Solstice Shingle system cost efficiency warranty 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
2026 federal residential solar tax credit 25D terminated 2025 official IRS OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
CertainTeed Solstice Shingle installation cost solar shingles versus rooftop solar panels cost per watt 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |