Real ChatGPT answer · index seedeDNj5Ta0Ld0completeTelecom and utilities · energy efficiencycommercial
What do independent contractors say about the labor complexity of installing solar shingles versus standard rooftop panels on flat commercial roofs
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do independent contractors say about the labor complexity of installing solar shingles versus standard rooftop panels on flat commercial roofs
2 real searches · 1 real-search pass
solar contractors installer experience labor complexity solar shingles vs rooftop solar panels flat commercial roof labor installation contractor forumGoogle ↗
OBSERVEDComparison
solar shingles installation labor time complexity contractor installer reviews roof integrated photovoltaics commercial flat roof panels laborGoogle ↗
OBSERVEDInstruction
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). 2 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
solar contractors installer experience labor complexity solar shingles vs rooftop solar panels flat commercial roof labor installation contractor forum Google ↗
solar shingles installation labor time complexity contractor installer reviews roof integrated photovoltaics commercial flat roof panels labor Google ↗
- Tesla Solar Roof installation time lapse: 40 squares in 4 days by Weddle and Sons Roofing · pv-magazine-usa.com
- BIPV Roofing Company · science.osti.gov
- Commercial Rooftop Solar, Frequently Asked Questions · govinfo.gov
- Commercial Rooftop Solar, Frequently Asked Questions · betterbuildingssolutioncenter.energy.gov
- Observations and Lessons Learned · nrel.gov
- Roof-integrated solar takes 44% less time to install, says NREL · pv-magazine.com
- Solar Ready Buildings Planning Guide · www1.eere.energy.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
solar contractors installer experience labor complexity solar shingles vs rooftop solar panels flat commercial roof labor installation contractor forum OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
solar shingles installation labor time complexity contractor installer reviews roof integrated photovoltaics commercial flat roof panels labor OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |