Real ChatGPT answer · index seedb5xCouvuv1kcompleteHome services and improvement · roofingcomparison

Can you compare the thermal performance of curb-mounted versus deck-mounted skylights when replacing aging units on a shingled roof structure?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the thermal performance of curb-mounted versus deck-mounted skylights when replacing aging units on a shingled roof structure?
2 real searches · 1 real-search pass
curb mounted vs deck mounted skylight energy efficiency insulation thermal performance manufacturer installation guideGoogle ↗
OBSERVED
ENERGY STAR skylights U-factor air leakage cold climate installation flashing curb mounted deck mountedGoogle ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
curb mounted vs deck mounted skylight energy efficiency insulation thermal performance manufacturer installation guide Google ↗
ENERGY STAR skylights U-factor air leakage cold climate installation flashing curb mounted deck mounted Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
curb mounted vs deck mounted skylight energy efficiency insulation thermal performance manufacturer installation guide
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
ENERGY STAR skylights U-factor air leakage cold climate installation flashing curb mounted deck mounted
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1