Real ChatGPT answer · index seedd2wzoWS61LQcompleteAutomotive · car accessoriescomparison

Which roof rack system is easier for a first time installer to put on a naked car roof, Thule or Inno?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which roof rack system is easier for a first time installer to put on a naked car roof, Thule or Inno?
1 real search · 1 real-search pass
Thule vs INNO roof rack naked roof installation ease first time installer comparison fit kit instructionsGoogle ↗
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
Thule vs INNO roof rack naked roof installation ease first time installer comparison fit kit instructions Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Thule vs INNO roof rack naked roof installation ease first time installer comparison fit kit instructions
OBSERVED
Google ↗
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