Real ChatGPT answer · index seedTZwabxoxmp0completeHome services and improvement · contractors and remodelingcommercial
Which solar panel brands currently offer the best efficiency and degradation rates for residential roofs in the Northeast?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which solar panel brands currently offer the best efficiency and degradation rates for residential roofs in the Northeast?
1 real search · 1 real-search pass
2026 residential solar panel efficiency annual degradation rate datasheets REC Maxeon AIKO Panasonic Qcells warranty specificationsGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 residential solar panel efficiency annual degradation rate datasheets REC Maxeon AIKO Panasonic Qcells warranty specifications Google ↗
- Solar Panel Ranking 2026: Top 10 by Efficiency · surgepv.com
- US Solar Module Efficiency Benchmark 2026 · solarstockusa.com
- Solar Panel Degradation Rates 2026: by Technology & Warranty · surgepv.com
- Best Solar Panels 2026: REC, SunPower, Q CELLS Compared · theroofingbrief.com
- Maxeon 6 SPR-MAX6-XXX Hom · maxeon.com
- PV Lifetime Project - 2025 NLR Annual Report · research-hub.nlr.gov