So I finally cleared the AI-900 after two attempts and honestly the second time felt completely different. First time I went in after just skimming the Microsoft Learn modules and got a 680 — needed a 700 to pass. Embarrassing, but whatever. What turned things around was actually doing structured practice instead of passive reading.
I spent about three weeks the second time, maybe 45 minutes a day. The thing that helped most was using an AI 900 practice test regularly — not just once at the end, but every few days so I could track which domains I was weak on. For me it was the "Describe features of generative AI workloads" section. I kept confusing Azure OpenAI specifics with general ML concepts.
I also leaned heavily on a structured AI 900 study guide to make sure I wasn't missing whole topic areas. One exam tip I'd pass on: don't sleep on the Responsible AI principles. They show up more than you'd expect and they're easy points if you've actually memorized all six. Anyone else find the Azure Cognitive Services questions trickier than expected?