Real ChatGPT answer · index seedwmuKGhHsf1ocompleteHome services and improvement · roofingcommercial
Can a handyman handle skylight replacement and sealing safely or do I need a certified roofing crew to avoid leaks?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can a handyman handle skylight replacement and sealing safely or do I need a certified roofing crew to avoid leaks?
1 real search · 1 real-search pass
manufacturer skylight replacement installation flashing underlayment roofing contractor warranty installation instructions VeluxGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT1 real searches · gpt-6
manufacturer skylight replacement installation flashing underlayment roofing contractor warranty installation instructions Velux Google ↗
- Do I need sealants or adhesives for a VELUX skylight installation to ensure the skylights do not leak? · veluxusa.kb.help
- Replacement Installation Process · pro.veluxusa.com
- VELUX Warranty · pro.veluxusa.com