Real ChatGPT answer · index seed9ellIeqx0ZYcompleteHome services and improvement · solar panelscomparison

Solar roof shingles versus standard panels which one leaks less often when installed on an older asphalt roof

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Solar roof shingles versus standard panels which one leaks less often when installed on an older asphalt roof
1 real search · 1 real-search pass
solar panel roof leak risk flashing roof penetrations asphalt shingles installation older roof solar shingles roof replacement guidanceGoogle ↗
OBSERVED

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.

Classifying 1 queries…

Searches and sources

ChatGPT1 real searches · gpt-6
solar panel roof leak risk flashing roof penetrations asphalt shingles installation older roof solar shingles roof replacement guidance Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
solar panel roof leak risk flashing roof penetrations asphalt shingles installation older roof solar shingles roof replacement guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1