Real ChatGPT answer · index seed5bx0TxK0pwQcompleteHome services and improvement · solar panelscomparison
What is the actual payback period for a residential solar system using standard panels versus premium shingles?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the actual payback period for a residential solar system using standard panels versus premium shingles?
3 real searches · 1 real-search pass
2026 residential solar panel installed cost per watt payback period average United States EnergySageGoogle ↗
OBSERVED
solar shingles installed cost per watt payback period Tesla Solar Roof GAF Energy Timberline 2026Google ↗
OBSERVED
NREL residential solar PV payback period cost assumptions United StatesGoogle ↗
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
2026 residential solar panel installed cost per watt payback period average United States EnergySage Google ↗
solar shingles installed cost per watt payback period Tesla Solar Roof GAF Energy Timberline 2026 Google ↗
NREL residential solar PV payback period cost assumptions United States Google ↗
- Solar Payback Period: How Soon Will It Pay Off? · energysage.com
- Solar Panel Cost In 2026: It May Be Lower Than You Think · energysage.com
- Six Months After the Solar Tax Credit Ended, the Industry Found a Workaround · energysage.com
- Going Solar As a First-Time Homebuyer · energysage.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 residential solar panel installed cost per watt payback period average United States EnergySage OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
solar shingles installed cost per watt payback period Tesla Solar Roof GAF Energy Timberline 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
NREL residential solar PV payback period cost assumptions United States OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |