Real ChatGPT answer · index seedGB3axs2UtXgcompleteTelecom and utilities · energy efficiencyinformational
Are Tesla solar roofs or competitor shingles a better financial investment for long-term energy savings?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are Tesla solar roofs or competitor shingles a better financial investment for long-term energy savings?
3 real searches · 1 real-search pass
2026 Tesla Solar Roof cost per watt installed price warranty efficiency vs GAF Timberline Solar shingles cost 2026Google ↗
OBSERVEDComparison
2026 federal residential clean energy credit solar rooftop termination 2025 IRS 25DGoogle ↗
OBSERVEDReason
Texas residential solar electricity buyback net metering rates property tax exemption solar 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). 2 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 Tesla Solar Roof cost per watt installed price warranty efficiency vs GAF Timberline Solar shingles cost 2026 Google ↗
2026 federal residential clean energy credit solar rooftop termination 2025 IRS 25D Google ↗
Texas residential solar electricity buyback net metering rates property tax exemption solar 2026 Google ↗
- Tesla stops selling solar roofs a decade after launch · reuters.com
- Tesla discontinues its Solar Roof tiles, not economically viable · electrek.co
- Solar Shingle Cost Report 2026: Tesla vs GAF Timberline · theroofingbrief.com
- Tesla Solar Roof vs. Solar Panels: What is Best for You? · energysage.com
- GAF Energy Timberline Solar® ES 2: Solar Shingles · gaf.com
- Residential Clean Energy Credit · irs.gov
- PUC Solar Guide for Consumers · seguintexas.gov
- Solar Buyback Plans in Texas: What You Need to Know · choosemypower.org
- Property Tax Exemptions · comptroller.texas.gov
- Solar Roof Warranty · energylibrary.tesla.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 Tesla Solar Roof cost per watt installed price warranty efficiency vs GAF Timberline Solar shingles cost 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 federal residential clean energy credit solar rooftop termination 2025 IRS 25D OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Texas residential solar electricity buyback net metering rates property tax exemption solar 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |