Real ChatGPT answer · index seedhyxGg8KAPnocompleteHome services and improvement · roofingcomparison

Are fixed skylights less prone to leaking over time than venting ones when installed on a low slope roof above our master bedroom?

ChatGPTgpt-61 query11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Are fixed skylights less prone to leaking over time than venting ones when installed on a low slope roof above our master bedroom?
1 real search · 1 real-search pass
manufacturer guidance fixed vs venting skylight low slope roof minimum roof pitch flashing installation leak preventionGoogle ↗
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
manufacturer guidance fixed vs venting skylight low slope roof minimum roof pitch flashing installation leak prevention Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
manufacturer guidance fixed vs venting skylight low slope roof minimum roof pitch flashing installation leak prevention
OBSERVED
Google ↗
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