Real ChatGPT answer · index seedBmxDXTWJxsscompleteTelecom and utilities · energy efficiencybrand

Are there better solar shingle roof options on the market right now than Tesla Solar Roof considering recent delivery delays and price hikes?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are there better solar shingle roof options on the market right now than Tesla Solar Roof considering recent delivery delays and price hikes?
1 real search · 1 real-search pass
2026 solar roof shingles alternatives Tesla Solar Roof GAF Timberline Solar CertainTeed Solstice Shingle Forward Solar SunTegra availability pricing installation delaysGoogle ↗
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).

Searches and sources

ChatGPT1 real searches · gpt-6
2026 solar roof shingles alternatives Tesla Solar Roof GAF Timberline Solar CertainTeed Solstice Shingle Forward Solar SunTegra availability pricing installation delays Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 solar roof shingles alternatives Tesla Solar Roof GAF Timberline Solar CertainTeed Solstice Shingle Forward Solar SunTegra availability pricing installation delays
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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