Real ChatGPT answer · index seedsKxaHj43uYMcompleteAutomotive · car reliability and safetyinformational
Which luxury cars with the lowest long-term maintenance costs also achieve top marks in small overlap frontal crash tests, and what do Edmunds or RepairPal say about their powertrain longevity after one hundred thousand miles?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which luxury cars with the lowest long-term maintenance costs also achieve top marks in small overlap frontal crash tests, and what do Edmunds or RepairPal say about their powertrain longevity after one hundred thousand miles?
4 real searches · 1 real-search pass
luxury cars lowest maintenance costs IIHS small overlap frontal crash test Lexus ES Acura TLX RX RDX RepairPal annual repair costGoogle ↗
OBSERVEDComparison
RepairPal Lexus ES reliability 100000 miles engine transmission longevity EdmundsGoogle ↗
OBSERVEDReason
RepairPal Acura TLX reliability annual repair cost 100000 miles engine transmissionGoogle ↗
OBSERVEDReason
IIHS small overlap front ratings Lexus ES Acura TLX Lexus RX Acura RDX goodGoogle ↗
OBSERVEDYes / no
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.
ChatGPT real searches (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
luxury cars lowest maintenance costs IIHS small overlap frontal crash test Lexus ES Acura TLX RX RDX RepairPal annual repair cost Google ↗
RepairPal Lexus ES reliability 100000 miles engine transmission longevity Edmunds Google ↗
RepairPal Acura TLX reliability annual repair cost 100000 miles engine transmission Google ↗
IIHS small overlap front ratings Lexus ES Acura TLX Lexus RX Acura RDX good Google ↗
- Acura TLX Reliability - 2026 Ratings · repairpal.com
- 2022 Acura TLX · iihs.org
- 2025 Acura TLX · iihs.org
- Lexus ES350 Reliability - 2026 Ratings · repairpal.com
- 2025 Lexus ES 350 · iihs.org
- Lexus ES300h Reliability - 2026 Ratings · repairpal.com
- Acura RDX Reliability - 2026 Ratings · repairpal.com
- Current ratings for Small cars · iihs.org
- Luxury Car Maintenance Costs: Lexus vs BMW, Mercedes, Audi · southbaylexus.com
- Cheapest Luxury Cars to Maintain Over 10 Years · ceweb.caredge.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
luxury cars lowest maintenance costs IIHS small overlap frontal crash test Lexus ES Acura TLX RX RDX RepairPal annual repair cost OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
RepairPal Lexus ES reliability 100000 miles engine transmission longevity Edmunds OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
RepairPal Acura TLX reliability annual repair cost 100000 miles engine transmission OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IIHS small overlap front ratings Lexus ES Acura TLX Lexus RX Acura RDX good OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 |