Real ChatGPT answer · index seedH2PWCQtH82scompleteAutomotive · car reliability and safetyinformational
Can you give me a list of entry-level luxury sedans from 2018 that consistently rank highest for reliability and lowest average annual repair expenses on consumer watchdog sites?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you give me a list of entry-level luxury sedans from 2018 that consistently rank highest for reliability and lowest average annual repair expenses on consumer watchdog sites?
3 real searches · 1 real-search pass
2018 luxury compact sedan reliability ratings annual repair cost RepairPal Lexus IS Acura ILX Infiniti Q50Google ↗
OBSERVEDOther / navigational
2018 Acura ILX reliability RepairPal annual repair cost 2018 Lexus ISGoogle ↗
OBSERVEDComparison
2018 luxury sedan reliability Consumer Reports reliability ratings Lexus IS Acura ILX BMW 3 Series Audi A4Google ↗
OBSERVEDComparison
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
2018 luxury compact sedan reliability ratings annual repair cost RepairPal Lexus IS Acura ILX Infiniti Q50 Google ↗
2018 Acura ILX reliability RepairPal annual repair cost 2018 Lexus IS Google ↗
2018 luxury sedan reliability Consumer Reports reliability ratings Lexus IS Acura ILX BMW 3 Series Audi A4 Google ↗
- 2018 Acura ILX Repair: Service and Maintenance Cost · repairpal.com
- 2018 Acura TLX Repair: Service and Maintenance Cost · repairpal.com
- Acura TLX Reliability - 2026 Ratings · repairpal.com
- 2018 Lexus IS 350 Prices, Reviews, and Pictures · edmunds.com
- The Oldest Lexus Sedan Is Also the Most Reliable · autoblog.com
- INFINITI Q50 Reliability - 2026 Ratings · repairpal.com
- Cadillac ATS Reliability - 2026 Ratings · repairpal.com
- Acura ILX Reliability - 2026 Ratings · repairpal.com
- 2018 Lexus IS 300 Prices, Reviews, and Pictures · edmunds.com
- 2018 INFINITI Q50 Prices, Reviews, and Pictures · edmunds.com
- 2018 INFINITI Q50 Reliability, Consumer Ratings & Pricing · jdpower.com
- 2018 Cadillac ATS Prices, Reviews, and Pictures · edmunds.com
- 2018 Audi A3 Prices, Reviews, and Pictures · edmunds.com
- 2018 Audi A4 Reviews, Ratings, Prices · consumerreports.org
- 2018 Acura ILX Reliability · consumerreports.org
- 2018 Acura TLX Reliability · consumerreports.org
- 2018 Lexus IS Reliability · consumerreports.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2018 luxury compact sedan reliability ratings annual repair cost RepairPal Lexus IS Acura ILX Infiniti Q50 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
2018 Acura ILX reliability RepairPal annual repair cost 2018 Lexus IS OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2018 luxury sedan reliability Consumer Reports reliability ratings Lexus IS Acura ILX BMW 3 Series Audi A4 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |