Real ChatGPT answer · index seedH9PnRPTxyIccompleteHome services and improvement · contractors and remodelingcomparison
Compare the total cost and payback period of monocrystalline panels versus thin film options for a residential solar panel installation in the sun belt.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare the total cost and payback period of monocrystalline panels versus thin film options for a residential solar panel installation in the sun belt.
4 real searches · 1 real-search pass
2025 2026 residential rooftop solar installed cost per watt benchmark United States NREL residential PV benchmarkGoogle ↗
OBSERVEDComparison
thin film residential solar panels efficiency cost per watt rooftop availability cadmium telluride CIGS 2025Google ↗
OBSERVEDOther / navigational
NREL PVWatts capacity factor Sun Belt residential solar annual production degradation monocrystalline thin filmGoogle ↗
OBSERVEDReason
IRS residential clean energy credit 2026 solar tax credit expiration law 2025Google ↗
OBSERVEDReason
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2025 2026 residential rooftop solar installed cost per watt benchmark United States NREL residential PV benchmark Google ↗
thin film residential solar panels efficiency cost per watt rooftop availability cadmium telluride CIGS 2025 Google ↗
NREL PVWatts capacity factor Sun Belt residential solar annual production degradation monocrystalline thin film Google ↗
IRS residential clean energy credit 2026 solar tax credit expiration law 2025 Google ↗
- Solar Photovoltaic System Cost Benchmarks · energy.gov
- Quarterly Solar Industry Update · energy.gov
- SAM Help · sam.nrel.gov
- 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
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 residential rooftop solar installed cost per watt benchmark United States NREL residential PV benchmark OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
thin film residential solar panels efficiency cost per watt rooftop availability cadmium telluride CIGS 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
NREL PVWatts capacity factor Sun Belt residential solar annual production degradation monocrystalline thin film OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS residential clean energy credit 2026 solar tax credit expiration law 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |