Real ChatGPT answer · index seeds5pH7bqBzlccompleteHome services and improvement · roofingcommercial

What are the pros and cons of fixed versus venting skylights when planning a skylight replacement project for a dark second-floor hallway used by the kids?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the pros and cons of fixed versus venting skylights when planning a skylight replacement project for a dark second-floor hallway used by the kids?
1 real search · 1 real-search pass
fixed vs venting skylights pros cons energy efficiency safety installation manufacturer 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
fixed vs venting skylights pros cons energy efficiency safety installation manufacturer guidance Google ↗
  1. How to Decide Which Skylight is Right for you · blog.veluxusa.com
  2. Skylights · staging.efficientwindows.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
fixed vs venting skylights pros cons energy efficiency safety installation manufacturer guidance
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1