When Microsoft rolled out its Copilot Plus PC lineup last year, the message was unmistakable: this was the biggest reboot of the Windows laptop in a decade.
Dedicated neural processing units, on-device AI, instant recall of everything you've ever done on your screen.
Retail shelves filled up fast, and every major brand from Dell to Lenovo slapped a Copilot Plus badge on its latest machines.
Here's the part the launch event didn't dwell on.
Recall, the flagship feature that was supposed to justify the upgrade, got pulled from the initial rollout after security researchers showed it could screenshot sensitive data like passwords and banking info.
It came back months later, off by default, wrapped in extra authentication.
Meanwhile, the actual AI workloads still run mostly in the cloud.
That shiny NPU sitting inside your new $1,200 laptop handles a narrow slice of tasks, while the heavy lifting happens on Microsoft's servers.
Which raises an awkward question: if the AI lives in the cloud anyway, what exactly did you pay extra for?
The spec sheets don't help the case either.
Many Copilot Plus machines ship with 16GB of RAM, and the ones that don't start at prices that make a MacBook Air look reasonable.
Independent testing has found the on-device features drain battery faster than standard workloads, which undercuts the whole "efficient AI" sales pitch.
There's a pattern here that longtime Windows watchers will recognize.
Microsoft has a history of shipping ambitious features before they're ready, then quietly sanding down the rough edges over several update cycles.
The difference this time is that the AI label is baked into the hardware branding, so buyers are paying the premium upfront for promises that keep getting revised.
To be fair, some pieces are genuinely useful.
Auto Super Resolution can smooth out game performance on integrated graphics, and the Copilot key, love it or hate it, gives quick access to an assistant that's improved noticeably since launch.
Windows Studio Effects for webcam and audio cleanup works well enough that you forget it's there, which is the highest compliment a background feature can get.
But the gap between the marketing and the experience is the story.
AMD and Intel are now shipping chips with NPUs that rival or beat the original Snapdragon X Elite in AI throughput, which means the "first mover" advantage Microsoft spent a year promoting has already evaporated.
Qualcomm's exclusivity window closed, and the field reset.
For consumers, the practical takeaway is simple.
If you need a laptop right now, buy one based on the keyboard, screen, battery life, and price, not the AI badge.
The NPU will still be there in two years, and by then the software might actually catch up to the sticker.
Microsoft asked buyers to pay a premium for a vision of computing that was still under construction, and the fine print kept changing after the money changed hands.
Tech companies can iterate on software forever, but the people who bought in early can't get that premium back.
Final Thoughts
That's a beta test with a retail price tag, and the customers are the ones absorbing the cost.