Real ChatGPT answer · index seedhO7U1uDX4lQcompleteTelecom and utilities · energy efficiencycomparison
Are CertainTeed solar shingles better than standard panels for replacing an aging asphalt roof while keeping my monthly utility costs down?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are CertainTeed solar shingles better than standard panels for replacing an aging asphalt roof while keeping my monthly utility costs down?
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
CertainTeed solar shingles Apollo II current product specifications warranty efficiency cost 2026 Google ↗
CertainTeed solar shingles vs conventional solar panels cost per watt roof replacement economics Florida Google ↗
- Landmark® PWR · certainteed.com
- Landmark PWR · totalcladdingandroofing.com
- Solar Shingles: Is The Look Worth The Price? · energysage.com
- Tesla Solar Roof vs. Solar Panels: What is Best for You? · energysage.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
- Residential Clean Energy Credit · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
CertainTeed solar shingles Apollo II current product specifications warranty efficiency cost 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
CertainTeed solar shingles vs conventional solar panels cost per watt roof replacement economics Florida OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |