Ninety-one percent of all machine learning models break down. Just slowly fall apart. Not from bugs. Not from bad code. They rot away because the world changes and they stay stuck in their digital formaldehyde. But Google, Amazon and Microsoft sell you this as reliable infrastructure. Like buying a Boeing whose wings might spontaneously fall off, but hey, look at that pretty dashboard.

MLOps companies cash in on monitoring solutions while you foot the bill when the system rejects your loan or tosses your job application in the trash. That’s the business model. They privatize the profits, you socialize the damage. The EU AI Act is coming in 2026, vague bullshit about what adequate monitoring means, but meanwhile a degrading algorithm decides whether you’re creditworthy.

Here’s where it gets good. Experts are fighting over what the real problem is. Is it technical? Is it about transparency? Or is it that nobody’s accountable when your life goes to shit because of a model that’s quietly rotted away? Some companies even use AI degradation as an excuse to screw you out of your job. “Sorry, the model’s not working optimally anymore, so we’re replacing you with an intern who edits AI output.”

And you? You just keep scrolling. Keep using Prime. Keep trusting Google Maps with your location. But as long as the system doesn’t reject YOU, doesn’t discriminate against YOU, YOUR package arrives on time, let’s not say anything.

Not worried enough yet? Read more about AI model drift and silent failures.