When shopping for a used car, reliability often tops the list of buyer priorities. Yet, not all ratings are as dependable as they seem. Some vehicles dazzle on the surface but fall short in real-world durability, while others quietly rack up praise for their long-term value.
This summary splits the contenders into two categories—cars with overrated reliability scores and those that genuinely deserve their acclaim. From high-end luxury SUVs to budget-friendly compacts, this guide helps buyers avoid regret and discover gems worth their trust. Let’s explore which models mislead and which ones deliver exactly what they promise.
5 Cars With Fake Reliability Ratings
1. 2017 Infiniti QX30: Premium Looks, Subpar Endurance
The 2017 Infiniti QX30 boasts sleek design and upscale interiors, offering a taste of luxury in a compact form. It’s nimble on city roads and makes for an enjoyable daily driver.
However, despite its visual appeal, it suffers from significant drawbacks, most notably a low J.D. Power reliability score of 60/100. Rear seat space and cargo capacity are limited, reducing its practicality.
Over time, mechanical and electronic issues have been reported, making it less trustworthy than its styling suggests. Buyers drawn to aesthetics may overlook these flaws, but those seeking a dependable, long-term ride should be wary.

2. 2021 Ford Mustang Mach-E: Flashy, But Flawed
As Ford’s foray into electric mobility, the 2021 Mustang Mach-E brings innovation with its quick acceleration and modern tech. It reimagines the iconic Mustang in SUV form, pairing electric power with sleek design.
However, beneath the flash lies a 60/100 reliability score, a red flag for long-term ownership. Compounding the issue is its overly complex infotainment system, which frustrates more than it fascinates.
While early adopters may appreciate its bold approach and heritage badge, it doesn’t match the dependability expected from a daily driver. Tech glitches and mechanical concerns make it more style than substance for some owners.

3. 2018 Infiniti QX30: Repeat Offender in Reliability
Despite improvements in design and cabin refinement, the 2018 Infiniti QX30 continues the trend of style-over-substance. The vehicle’s agility and premium interior attract attention, yet it scores just 59/100 for reliability, lower than the year before. As with the 2017 model, rear passenger comfort and cargo limitations reduce its utility.
Problems with electronics and drivetrain reliability are common among owners. It may appear as a solid luxury crossover deal, especially in the used market, but it often disappoints in the ownership experience. It’s a cautionary tale of prioritizing brand image over actual performance and reliability credentials.

4. 2018 Land Rover Range Rover Velar: Beauty with Baggage
The 2018 Velar turns heads with its minimalist design, luxurious interior, and versatile performance both on and off-road. Unfortunately, a 59/100 reliability score tells a more sobering story. Land Rover’s legacy of technical issues continues here, with complaints about infotainment system bugs and recurring mechanical flaws.
Though it appeals to those wanting status and style, it frequently fails to deliver consistency in reliability. Maintenance costs can skyrocket, further diminishing its value proposition. It’s a luxurious gamble—one that many owners end up regretting despite the Velar’s initially compelling allure.

5. 2016 Land Rover Discovery Sport: Versatility Can’t Save It
The 2016 Discovery Sport offers space, off-road ability, and even a third-row seating option, making it a tempting family vehicle. However, it posts the lowest reliability score on this list—just 57/100. Owners frequently report issues with the transmission, electrical systems, and overall drive refinement.
While it scores points for versatility and adventure-readiness, its reliability woes are hard to ignore. High maintenance and repair costs further compound its reputation as a problematic purchase. It’s a classic example of a vehicle where practical potential is overshadowed by persistent technical troubles.

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5 That Deserve the Hype
1. 2020 Lexus GX: Built for the Long Haul
The 2020 Lexus GX blends old-school durability with modern luxury, powered by a rock-solid 4.6-liter V8 engine. With a near-perfect reliability score of 87/100 and zero recalls, it’s one of the most trustworthy vehicles available used. Maintenance costs are moderate, and Toyota’s build quality ensures long-term peace of mind.
Whether you’re on the highway or off-road, the GX handles challenges effortlessly. It’s not cheap, but it’s a textbook case of getting what you pay for—reliability, comfort, and performance. This Lexus SUV stands as a benchmark for buyers who want premium capability without reliability compromises.

2. 2017 Mazda 3: A Smart, Stylish Buy
The 2017 Mazda 3 checks nearly every box for compact car shoppers. It delivers sleek styling, great fuel efficiency, and an impressive 82/100 reliability rating. Affordable on the used market and cheap to maintain, it represents one of the smartest buys in its class.
While it’s not as sporty as later models, it’s engaging enough for most drivers and offers a well-built interior. The Mazda 3 exemplifies how practicality and design can coexist without breaking the bank. For first-time buyers or daily commuters, it’s an ideal mix of style, substance, and long-term dependability.

3. 2008 Nissan 350Z: Sports Car Reliability
The 2008 Nissan 350Z proves that a used sports car can be both fun and dependable. With a sturdy 3.5-liter V6 producing over 300 hp, the 350Z is no slouch on performance. A reliability score of 82/100 and simple mechanical layout make it a solid choice for enthusiasts.
Although older models had issues, the 2007 and 2008 editions improved significantly. Parts are affordable, and maintenance costs remain modest. For under $15,000, few vehicles offer the same level of excitement and reliability. It’s a rare example of a thrilling sports coupe that won’t punish you at the repair shop.

4. 2021 Honda Civic: The Proven Champion
Few vehicles enjoy the legacy of the Honda Civic, and the 2021 model continues that tradition. Scoring 82/100 in reliability and costing little to maintain, it’s a go-to for students, commuters, and families alike.
With trims ranging from basic economy to performance-focused Si and Type R, the Civic offers variety without sacrificing dependability. Models from 2012 onward are considered bulletproof by many experts.
It’s one of the most sensible long-term purchases on the market, combining affordability with top-tier engineering. Simply put, the Civic deserves every bit of its sterling reputation for reliability and practicality.

5. 2012 Toyota Yaris: Small Car, Big Trust
The 2012 Toyota Yaris may be humble, but it’s a reliability giant. Earning an 87/100 score, it’s a nearly indestructible choice in the subcompact class. It’s inexpensive to buy and even cheaper to run, with minimal maintenance costs and excellent fuel economy.
While it lacks flair and isn’t built for speed, the Yaris gets the job done with quiet efficiency. It’s perfect for budget-conscious buyers, first-time drivers, or anyone looking for a reliable daily commuter. This no-nonsense hatchback is the embodiment of Toyota’s legendary durability in its most affordable form.

Choosing a used vehicle based on looks or brand prestige alone can be a costly mistake. While some cars like the Infiniti QX30 or Range Rover Velar seem impressive at first glance, their underlying reliability issues tell another story.
Conversely, models like the Lexus GX, Honda Civic, and Toyota Yaris have earned their stellar reputations through years of dependable service. Reliability isn’t about hype—it’s about real-world performance over time.
Whether you’re spending $10,000 or $40,000, focusing on proven dependability can save you thousands in repairs and frustration. Trust the numbers, not the marketing.
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