I've been around long enough to know that sales numbers and quality rarely tell the same story. Some of the most important hardware ever made died on store shelves. We only realized what we lost years later, when somebody else got the credit for the same idea.

A recent piece over on AOL rounds up nine video game consoles that flopped commercially but pushed the medium forward in ways we're still feeling today. Solid list, and it got me thinking about my own history with these machines, and which ones still sting the most.

Sega Dreamcast is always the first name that comes up, and for good reason. Sega went down swinging. The console shipped with a built-in modem, making it the first major console to take online play seriously right out of the box. I've always felt the visual memory unit was basically a tiny second screen, years before the Wii U tried something similar with its controller. And the launch lineup? One of the strongest ever assembled. Soul Calibur alone justified the purchase. I still remember walking into Electronics Boutique and seeing NFL 2K running on a demo kiosk for the first time. My brain just said, "Oh. This is different now." None of these specifics come from the AOL piece, by the way. That's just what I remember from living through it.

The AOL list also includes the Sega Saturn, and that one hurts in a different way. The North American launch was a mess of mixed messaging and a surprise early release that alienated retailers. The hardware itself was capable of extraordinary 2D work, and the Japanese software library was absolutely stacked. If you were importing games in the late 90s, this was the system you cared about.

The PlayStation Vita appears on the list too, and it's getting a full critical reassessment right now. Nina Alvarez has been telling me for years that the Vita was ahead of its time, and she's right. That beautiful OLED screen, dual analog sticks in a portable form factor, and a library that included a legitimate console-quality Persona 4 experience. It deserved better than memory card pricing that bordered on hostile, and Sony's decision to walk away from first-party support before the system had a real chance.

The Sega Nomad made the list as well. If you never held one, it was essentially a portable Genesis. You could take your actual Genesis cartridges on the go. The battery life was rough and the screen was tiny, but the idea of playing full console games in the back seat of your parents' car felt like science fiction. Sega's hardware team was always reaching for something wild.

So that's four confirmed from the AOL list: Dreamcast, Saturn, Vita, and Nomad. All deserving picks. The piece got me thinking about a few other commercial underachievers that didn't make that particular cut and absolutely belong in this conversation.

Take the Atari Lynx. A full-color backlit handheld in 1989, the same year Nintendo launched the Game Boy in monochrome. The Lynx was heavier, it ate batteries like crazy, and it still had better hardware than anything else portable for years. Nintendo had Tetris and a price point nobody could touch. We all know how that went.

The TurboGrafx-16 is another one. NEC and Hudson Soft brought it over from Japan, where it had been selling as the PC Engine since late 1987. The North American version launched in 1989 and never caught on the same way despite a tremendous software library. Some of the best 2D shooters and action titles of that era. Bonk's Adventure, Blazing Lazers, the original Ys releases. If you were importing games in the early 90s, this was the system you cared about.

Even the original Xbox gets overlooked as a failure sometimes because the brand survived. Microsoft lost a fortune on that first box. What it gave us was worth every cent from a player's perspective: a built-in hard drive, four controller ports, and Xbox Live, which set the standard for console online infrastructure. Sony and Nintendo spent the next decade chasing that standard.

And then there's the Virtual Boy, Nintendo's biggest hardware misstep. The execution was a disaster and the red-on-black display was a headache factory. Gunpei Yokoi, the creator of the Game Boy, was reaching for something ahead of the technology. 3D gaming was an ambitious idea even if the hardware couldn't deliver on the promise.

What ties all of these together, whether they're on the AOL list or just on my mind, is that their failures weren't about bad ideas. They were about timing, marketing, or corporate backing that couldn't match the ambition of the engineers. The Dreamcast didn't die because it was a bad console. It died because Sega's management had spent years setting the company on fire.

I look at gaming right now, where everything is either a massive hit or a costly embarrassment, and I wonder which of today's underperformers we'll be defending in 2040. The Vita is getting that reassessment right now. We'll see who's next.