Real ChatGPT answer · index seedI8CHaNO7Eh4completeAutomotive · car reliability and safetycomparison
Between a used BMW and a used Lexus, which luxury car actually has the lowest maintenance over five years so I don't go broke?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Between a used BMW and a used Lexus, which luxury car actually has the lowest maintenance over five years so I don't go broke?
2 real searches · 1 real-search pass
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
BMW vs Lexus five year maintenance repair costs reliability used car RepairPal Consumer Reports 2025 Google ↗
Lexus BMW annual maintenance repair costs brand reliability average cost per year Google ↗
- Luxury Car Maintenance Costs: Lexus vs BMW, Mercedes, Audi · southbaylexus.com
- Lexus Reliability - 2026 Ratings · repairpal.com
- BMW Reliability - 2026 Ratings · repairpal.com
- Lexus Cars, & SUVs · consumerreports.org
- BMW Cars, & SUVs · consumerreports.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
BMW vs Lexus five year maintenance repair costs reliability used car RepairPal Consumer Reports 2025 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Lexus BMW annual maintenance repair costs brand reliability average cost per year OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |