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Can solar roof shingle integration actually withstand category four hurricanes based on the latest 2024 testing data?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can solar roof shingle integration actually withstand category four hurricanes based on the latest 2024 testing data?
2 real searches · 1 real-search pass
2024 solar roof shingles hurricane wind testing Category 4 Tesla Solar Roof UL 7103 wind resistance testingGoogle ↗
OBSERVEDReason
2024 solar shingles wind resistance certification ASTM D3161 UL 7103 hurricane testing manufacturerGoogle ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

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
2024 solar roof shingles hurricane wind testing Category 4 Tesla Solar Roof UL 7103 wind resistance testing Google ↗
2024 solar shingles wind resistance certification ASTM D3161 UL 7103 hurricane testing manufacturer Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2024 solar roof shingles hurricane wind testing Category 4 Tesla Solar Roof UL 7103 wind resistance testing
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
2024 solar shingles wind resistance certification ASTM D3161 UL 7103 hurricane testing manufacturer
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1