Custom Vision

Custom Vision is one of those tools that promises you can build your own image recognition system without needing to be a coding wizard, but the reality is a bit messier and more intriguing. It’s part of the Azure ecosystem, so you’re never really free of Microsoft’s cloud and its quirks, but if you’re already in that world, it’s a decent shortcut. You upload images, label them yourself, and then let the system try to figure out what you’re interested in spotting—kind of like teaching a kid by example, but with a lot more trial and error. It’s not magic; you still need to babysit your training data, make sure your categories make sense, and accept that the AI will misfire sometimes. This fits well if you have a specific, narrow problem—like sorting products on a shelf or detecting a particular defect—where off-the-shelf solutions just don’t cut it. If you want to jump straight to a polished, ready-to-go model, this won’t hand it to you. Instead, it’s a workshop where you roll up your sleeves and tune your own visual detective, which can feel empowering or frustrating depending on your patience and expectations.