Real ChatGPT answer · index seedqpZewRnMlQQcompleteTelecom and utilities · energy efficiencyinformational

Are solar shingle roofs durable enough to withstand heavy commercial foot traffic and severe weather while still generating enough power for a small business

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are solar shingle roofs durable enough to withstand heavy commercial foot traffic and severe weather while still generating enough power for a small business
2 real searches · 1 real-search pass
solar shingles durability hail wind rating foot traffic walking on solar roof manufacturer warranty commercial roofGoogle ↗
OBSERVEDReason
solar shingle roof efficiency output degradation warranty UL 7103 building integrated photovoltaicsGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence50%Reason50%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
solar shingles durability hail wind rating foot traffic walking on solar roof manufacturer warranty commercial roof Google ↗
solar shingle roof efficiency output degradation warranty UL 7103 building integrated photovoltaics Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
solar shingles durability hail wind rating foot traffic walking on solar roof manufacturer warranty commercial roof
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
solar shingle roof efficiency output degradation warranty UL 7103 building integrated photovoltaics
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1