Real ChatGPT answer · index seedcpBOxxol7OwcompleteTelecom and utilities · energy efficiencycommercial

Are solar roof shingles durable enough to handle heavy hail storms and still lower my monthly electric bill

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 roof shingles durable enough to handle heavy hail storms and still lower my monthly electric bill
2 real searches · 1 real-search pass
solar shingles hail resistance UL 2218 Class 4 GAF Timberline Solar Tesla Solar Roof hail rating warrantiesGoogle ↗
OBSERVEDReason
San Antonio Texas residential solar electricity rates net metering CPS Energy solar buyback 2026Google ↗
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
solar shingles hail resistance UL 2218 Class 4 GAF Timberline Solar Tesla Solar Roof hail rating warranties Google ↗
San Antonio Texas residential solar electricity rates net metering CPS Energy solar buyback 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
solar shingles hail resistance UL 2218 Class 4 GAF Timberline Solar Tesla Solar Roof hail rating warranties
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
San Antonio Texas residential solar electricity rates net metering CPS Energy solar buyback 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1