Real ChatGPT answer · index seedCZTajRr20KEcompleteHome services and improvement · solar panelscommercial
What do roofing contractors charge for labor when installing solar roof shingles compared to a standard asphalt roof replacement?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do roofing contractors charge for labor when installing solar roof shingles compared to a standard asphalt roof replacement?
1 real search · 1 real-search pass
2026 asphalt shingle roof replacement labor cost per square foot labor only solar shingles installation labor cost per square footGoogle ↗
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 (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 asphalt shingle roof replacement labor cost per square foot labor only solar shingles installation labor cost per square foot Google ↗
- How Much Does Roofing Labor Cost Per Square? (2026) · homeguide.com
- Solar Shingles Cost in 2026: GAF, Tesla, CertainTeed · theroofingbrief.com
- How Much Do Solar Shingles Cost for Your Roof? [2026 Data] · angi.com
- Timberline Solar Roofing System for Homeowners · gaf.com
- WHITE PAPER 1 ROOFING REV 5 · gaf.energy