Real ChatGPT answer · index seedNTlWMuiTZg4completeAutomotive · used carscomparison

Trying to decide whether to buy a used BMW 3 Series or a Lexus IS350 today, factoring in long term repair costs and reliability.

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Trying to decide whether to buy a used BMW 3 Series or a Lexus IS350 today, factoring in long term repair costs and reliability.
1 real search · 1 real-search pass
2026 Lexus IS 350 vs BMW 3 Series used reliability long term repair costs RepairPal CarEdge Consumer ReportsGoogle ↗
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
2026 Lexus IS 350 vs BMW 3 Series used reliability long term repair costs RepairPal CarEdge Consumer Reports Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Lexus IS 350 vs BMW 3 Series used reliability long term repair costs RepairPal CarEdge Consumer Reports
OBSERVED
Google ↗
AI Mode ↗
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