Real ChatGPT answer · index seedhRjTOZyDvIYcompleteTelecom and utilities · energy efficiencycommercial

What are the best solar shingle roof options currently on the market for someone who knows nothing about residential solar panels yet

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best solar shingle roof options currently on the market for someone who knows nothing about residential solar panels yet
1 real search · 1 real-search pass
best residential solar shingles products 2026 Tesla Solar Roof GAF Energy Timberline Solar CertainTeed Apollo current availability pricing warrantiesGoogle ↗
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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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
best residential solar shingles products 2026 Tesla Solar Roof GAF Energy Timberline Solar CertainTeed Apollo current availability pricing warranties Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best residential solar shingles products 2026 Tesla Solar Roof GAF Energy Timberline Solar CertainTeed Apollo current availability pricing warranties
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1