Real ChatGPT answer · index seedwOygSFd182scompleteAutomotive · car reliability and safetycomparison

Comparing maintenance costs between an Audi A4 and a Mercedes C-Class. Which luxury brand is going to break down less often if I buy a five year old model today?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing maintenance costs between an Audi A4 and a Mercedes C-Class. Which luxury brand is going to break down less often if I buy a five year old model today?
2 real searches · 1 real-search pass
2021 Audi A4 vs 2021 Mercedes-Benz C-Class reliability maintenance repair costs five year ownership RepairPal Consumer ReportsGoogle ↗
OBSERVED
Audi A4 Mercedes-Benz C-Class reliability ratings 2021 model year common problems maintenance costsGoogle ↗
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
2021 Audi A4 vs 2021 Mercedes-Benz C-Class reliability maintenance repair costs five year ownership RepairPal Consumer Reports Google ↗
Audi A4 Mercedes-Benz C-Class reliability ratings 2021 model year common problems maintenance costs Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2021 Audi A4 vs 2021 Mercedes-Benz C-Class reliability maintenance repair costs five year ownership RepairPal Consumer Reports
OBSERVED
Google ↗
AI Mode ↗
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Audi A4 Mercedes-Benz C-Class reliability ratings 2021 model year common problems maintenance costs
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1