Real ChatGPT answer · index seedpzNBa7OtlnscompleteAutomotive · used carslocal

Compare the annual maintenance costs of a used BMW 328i versus a Lexus IS350 after five years of ownership

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the annual maintenance costs of a used BMW 328i versus a Lexus IS350 after five years of ownership
3 real searches · 1 real-search pass
BMW 328i 5 year maintenance repair costs annual used ownership cost RepairPal CarEdgeGoogle ↗
OBSERVED
Lexus IS350 5 year maintenance repair costs annual used ownership cost RepairPal CarEdgeGoogle ↗
OBSERVED
BMW 328i common problems N20 timing chain oil leaks water pump Lexus IS350 common problems reliability 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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
BMW 328i 5 year maintenance repair costs annual used ownership cost RepairPal CarEdge Google ↗
Lexus IS350 5 year maintenance repair costs annual used ownership cost RepairPal CarEdge Google ↗
BMW 328i common problems N20 timing chain oil leaks water pump Lexus IS350 common problems reliability maintenance costs Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
BMW 328i 5 year maintenance repair costs annual used ownership cost RepairPal CarEdge
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Lexus IS350 5 year maintenance repair costs annual used ownership cost RepairPal CarEdge
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
BMW 328i common problems N20 timing chain oil leaks water pump Lexus IS350 common problems reliability maintenance costs
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1