Real ChatGPT answer · index seedvKYRXzrdA6scompleteHome services and improvement · solar panelshowto
Are solar roof shingles actually worth the higher upfront installation cost compared to standard panels when trying to stay within a strict home improvement budget for a complete roof replacement project?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are solar roof shingles actually worth the higher upfront installation cost compared to standard panels when trying to stay within a strict home improvement budget for a complete roof replacement project?
3 real searches · 1 real-search pass
2026 federal residential clean energy tax credit solar panels 25D expiration 2025 official IRSGoogle ↗
OBSERVEDReason
2026 solar roof shingles vs solar panels cost per watt installation comparison United StatesGoogle ↗
OBSERVEDComparison
solar shingles efficiency warranty roof replacement cost comparison conventional solar panels 2025 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). 1 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 federal residential clean energy tax credit solar panels 25D expiration 2025 official IRS Google ↗
2026 solar roof shingles vs solar panels cost per watt installation comparison United States Google ↗
solar shingles efficiency warranty roof replacement cost comparison conventional solar panels 2025 2026 Google ↗
- Tesla Solar Roof vs. Solar Panels: What is Best for You? · energysage.com
- 2026 Solar Roof Cost · homeguide.com
- Solar Shingles vs. Solar Panels · thisoldhouse.com
- Should You Reroof with Solar Shingles? · checkbook.org
- 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
- Residential Clean Energy Credit · irs.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 federal residential clean energy tax credit solar panels 25D expiration 2025 official IRS OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2026 solar roof shingles vs solar panels cost per watt installation comparison United States OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
solar shingles efficiency warranty roof replacement cost comparison conventional solar panels 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |