Real ChatGPT answer · index seedUEgNbhKBxcwcompleteAutomotive · car accessoriescomparison

Can you compare the installation process of Rostra universal seat heater kits versus aftermarket factory style switches for our delivery fleet?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the installation process of Rostra universal seat heater kits versus aftermarket factory style switches for our delivery fleet?
1 real search · 1 real-search pass
Rostra universal seat heater installation instructions wiring harness switch kit factory style aftermarket heated seat switch 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 (1)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
Rostra universal seat heater installation instructions wiring harness switch kit factory style aftermarket heated seat switch installation Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Rostra universal seat heater installation instructions wiring harness switch kit factory style aftermarket heated seat switch installation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
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