Real ChatGPT answer · index seedXE0T7oHOfqAcompleteHome services and improvement · solar panelscommercial
We are building a new house and I need to know if solar roof shingles are cheaper now than mounting standard panels on a rack.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are building a new house and I need to know if solar roof shingles are cheaper now than mounting standard panels on a rack.
2 real searches · 1 real-search pass
2026 2025 solar roof shingles cost per watt installed versus conventional rooftop solar panels new construction Tesla Solar Roof cost comparison United StatesGoogle ↗
OBSERVEDComparison
2026 solar shingle roofing cost installed conventional solar panels cost per watt EnergySage NRELGoogle ↗
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 (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 2025 solar roof shingles cost per watt installed versus conventional rooftop solar panels new construction Tesla Solar Roof cost comparison United States Google ↗
2026 solar shingle roofing cost installed conventional solar panels cost per watt EnergySage NREL Google ↗
- Tesla Solar Roof vs. Solar Panels: What is Best for You? · energysage.com
- Solar Panel Cost In 2026: It May Be Lower Than You Think · energysage.com
- Is a Tesla solar roof worth it? How to weigh solar shingles vs. panels. · washingtonpost.com
- Tesla Solar Roof review: As expensive as it looks · energysage.com
- Tesla discontinues its Solar Roof tiles, not economically viable · electrek.co
- 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 |
|---|---|---|---|---|---|---|---|
2026 2025 solar roof shingles cost per watt installed versus conventional rooftop solar panels new construction Tesla Solar Roof cost comparison United States OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 solar shingle roofing cost installed conventional solar panels cost per watt EnergySage NREL OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |