Real ChatGPT answer · index seedxlBeZxLyZIUcompleteAutomotive · car reliability and safetycomparison
How does the Hyundai Sonata compare to the Nissan Altima regarding long term reliability and common mechanical failures when buying used under fifteen thousand dollars?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the Hyundai Sonata compare to the Nissan Altima regarding long term reliability and common mechanical failures when buying used under fifteen thousand dollars?
4 real searches · 1 real-search pass
Hyundai Sonata 2015 2016 2017 2018 engine failure recalls Theta II oil consumption reliability common problems used carGoogle ↗
OBSERVEDReason
Nissan Altima 2015 2016 2017 2018 CVT failure common problems reliability used carGoogle ↗
OBSERVEDReason
Hyundai Sonata 2019 2020 reliability engine transmission common problems recallsGoogle ↗
OBSERVEDReason
Nissan Altima 2019 2020 reliability CVT common problems recallsGoogle ↗
OBSERVEDReason
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
Hyundai Sonata 2015 2016 2017 2018 engine failure recalls Theta II oil consumption reliability common problems used car Google ↗
Nissan Altima 2015 2016 2017 2018 CVT failure common problems reliability used car Google ↗
Hyundai Sonata 2019 2020 reliability engine transmission common problems recalls Google ↗
Nissan Altima 2019 2020 reliability CVT common problems recalls Google ↗
- Hyundai Assurance Car Care · static.nhtsa.gov
- 2016 Hyundai Sonata Reliability · consumerreports.org
- 2015 Hyundai Sonata Excessive Oil Consumption: 38 Complaints · carcomplaints.com
- 2018 Hyundai Sonata Reliability · consumerreports.org
- Altima, sentra and versa CVT Warranty extension · static.nhtsa.gov
- Nissan CVT Martinez Class Action · bbbprograms.org
- 2018 Nissan Altima Reliability · consumerreports.org
- Nissan Altima CVT Diagnostic and Repair Bulletin NTB21-083A · dot.report
- 2020 Hyundai Sonata Reliability · consumerreports.org
- NHTSA's recall lookup · nhtsa.gov
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Hyundai Sonata 2015 2016 2017 2018 engine failure recalls Theta II oil consumption reliability common problems used car OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Nissan Altima 2015 2016 2017 2018 CVT failure common problems reliability used car OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Hyundai Sonata 2019 2020 reliability engine transmission common problems recalls OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Nissan Altima 2019 2020 reliability CVT common problems recalls OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |