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Different vehicle classes · Different segments — choice depends on use case

2022 Mercedes-Benz GLE-Class vs 2022 Rivian R1T

Reliability comparison based on NHTSA recall and complaint records.

Synced 2026-05-02 Source: NHTSA public records Reviewed by ASE-certified contributors
Quick verdict
2022 Mercedes-Benz GLE-Class versus 2022 Rivian R1T — different vehicles, different jobs

These two come from different segments, which makes a direct reliability comparison less meaningful than usual. Showing the data so you can see what each one is good at and where each one breaks down. The reliability scores (4.0 versus 3.5) reflect different testing populations and use patterns — don't treat them as apples-to-apples.

2022 Mercedes-Benz GLE-Class

4.0/5
Reliability score
59 complaints
0 recalls (0 critical)
$7,800 repair exposure
vs

2022 Rivian R1T

3.5/5
Reliability score
58 complaints
5 recalls (0 critical)
$8,150 repair exposure

Stories from the shop

These come from different vehicle segments, which means we're not declaring a winner here. The 2022 Mercedes-Benz GLE-Class scores 4.0; the 2022 Rivian R1T scores 3.5. Different testing populations, different driving patterns, different categories of failure. Use the data below to understand what each one is good at and what each one breaks.

If you lean 2022 Mercedes-Benz GLE-Class, know what you're getting into on engine and electrical. Those categories have noticeably more complaints than the 2022 Rivian R1T sees, and they're not cheap items when they go.

Going with the 2022 Rivian R1T? Watch the powertrain and steering. The 2022 Mercedes-Benz GLE-Class has fewer reports in those categories, so you'd be trading one set of weak spots for another.

Bottom line: these are different categories of vehicle. Pick based on what you actually need it for. We're showing the reliability data so you can factor in long-term ownership cost, not pick a winner.

— ProblemsByVin editorial team, drawing on the NHTSA data and shop experience.

Side-by-side by problem area

Category
2022 Mercedes-Benz GLE-Class
2022 Rivian R1T
engine
12 reports
moderate · ~$3,100
No reports
electrical
7 reports
moderate · ~$850
3 reports
moderate · ~$850
powertrain
3 reports
moderate · ~$2,500
5 reports
severe · ~$2,500
steering
No reports
8 reports
severe · ~$700
suspension
No reports
8 reports
severe · ~$900
tires
7 reports
moderate · ~$150
No reports
fuel system
5 reports
moderate · ~$1,200
No reports
airbags
No reports
5 reports
moderate · ~$1,100
body
No reports
3 reports
moderate · ~$1,500
cruise control
No reports
3 reports
severe · ~$600

Common questions

Which is more reliable, the 2022 Mercedes-Benz GLE-Class or the 2022 Rivian R1T?

Based on the NHTSA data we track, the 2022 Mercedes-Benz GLE-Class comes out ahead with a reliability score of 4.0 versus 3.5. The margin is clear, so the verdict could shift if you weight specific categories differently or factor in your own use case.

What goes wrong more often on the 2022 Mercedes-Benz GLE-Class?

Compared to the 2022 Rivian R1T, the 2022 Mercedes-Benz GLE-Class sees more reported issues in engine and electrical. That doesn't mean it's a bad truck — it means those are the categories worth budgeting for if you go that direction.

What goes wrong more often on the 2022 Rivian R1T?

Compared to the 2022 Mercedes-Benz GLE-Class, the 2022 Rivian R1T has more complaints in powertrain and steering. Whether that's a deal-breaker depends on the cost and severity — see the comparison table above for repair cost ranges.

Which has more recalls?

The 2022 Rivian R1T has more active recalls (5 vs 0). Total count is less important than severity, though — a vehicle with one critical recall and zero moderate ones is generally riskier than one with five moderate recalls.

Is an extended warranty worth it on either of these?

Both vehicles are out of factory bumper-to-bumper coverage at this point. Combined repair exposure across the top problem categories runs around $8,150 on the higher-risk vehicle. A quality service contract typically costs $1,800–3,500 over 3 years, so a single major failure usually pays for the contract. The math favors warranty coverage on whichever vehicle you choose, especially if you plan to keep it past 100,000 miles.

Related comparisons

Reliability scores, complaint counts, and severity ratings derived from the NHTSA public records database. "Repair exposure" is the sum of average independent-shop repair costs across each vehicle's tracked problem categories and is intended as a relative comparison, not an exact prediction. Editorial commentary written by ProblemsByVin contributors and reviewed by ASE-certified mechanics. Some links on this page are affiliate links.
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