Real ChatGPT answer · index seedheWr9uIh1qwcompleteAutomotive · used carsbrand

What are the realistic maintenance costs per year for a ten-year-old Lexus IS compared to a similarly priced BMW 3 Series?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the realistic maintenance costs per year for a ten-year-old Lexus IS compared to a similarly priced BMW 3 Series?
2 real searches · 1 real-search pass
10-year-old Lexus IS annual maintenance repair costs vs BMW 3 Series RepairPal CarEdge 2026Google ↗
OBSERVED
Lexus IS reliability maintenance costs 10 year old BMW 3 Series annual repair costs ownershipGoogle ↗
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
10-year-old Lexus IS annual maintenance repair costs vs BMW 3 Series RepairPal CarEdge 2026 Google ↗
Lexus IS reliability maintenance costs 10 year old BMW 3 Series annual repair costs ownership Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
10-year-old Lexus IS annual maintenance repair costs vs BMW 3 Series RepairPal CarEdge 2026
OBSERVED
Google ↗
AI Mode ↗
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Lexus IS reliability maintenance costs 10 year old BMW 3 Series annual repair costs ownership
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1