Real ChatGPT answer · index seedoxXxH50LY5AcompleteHome services and improvement · solar panelshowto

What are the pros and cons of solar roof shingles versus traditional bolted racks when you live in an area with high winds?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the pros and cons of solar roof shingles versus traditional bolted racks when you live in an area with high winds?
2 real searches · 1 real-search pass
solar roof shingles wind resistance wind uplift testing building code integrated photovoltaic roofing high windGoogle ↗
OBSERVEDReason
roof mounted solar panels wind uplift design ASCE 7 attachment rafters wind loads guidanceGoogle ↗
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)
Short factOther / navigationalComparisonConsequenceReason50%DefinitionInstruction50%Yes / 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
solar roof shingles wind resistance wind uplift testing building code integrated photovoltaic roofing high wind Google ↗
roof mounted solar panels wind uplift design ASCE 7 attachment rafters wind loads guidance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
solar roof shingles wind resistance wind uplift testing building code integrated photovoltaic roofing high wind
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
roof mounted solar panels wind uplift design ASCE 7 attachment rafters wind loads guidance
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1