Real ChatGPT answer · index seedIVWWxyKOHG0completeHome services and improvement · roofingcommercial

What is the best flashing detail and step-by-step procedure for skylight replacement and sealing on a steep pitch slate roof?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What is the best flashing detail and step-by-step procedure for skylight replacement and sealing on a steep pitch slate roof?
2 real searches · 1 real-search pass
manufacturer skylight flashing kit slate roof installation instructions step flashing slate roof VeluxGoogle ↗
OBSERVEDInstruction
National Slate Association skylight flashing slate roof copper flashing installationGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model). 1 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
manufacturer skylight flashing kit slate roof installation instructions step flashing slate roof Velux Google ↗
National Slate Association skylight flashing slate roof copper flashing installation Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
manufacturer skylight flashing kit slate roof installation instructions step flashing slate roof Velux
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
National Slate Association skylight flashing slate roof copper flashing installation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1