I’m finally hit a wall with ""app fatigue"" last semester. I was trying to manage my classes with about a dozen different ""bullshit"" AI apps—everything from random summary tools to niche transcription services—and I realized I was spending more time fighting tab-switching fatigue than actually grading. This year, I’ve consolidated my entire feedback loop down to just Canvas, Notion, and Willow Voice. Before I landed on this setup, I experimented with other tools like Wispr; it was great for mobile integration, but for the heavy-duty classroom feedback I need on my Mac, it just didn't fit the flow as well as I'd hoped. I also tried the standard built-in dictation and Otter.ai, but they either cut me off mid-thought or were too ""stingy"" with their free plans to be practical for grading 100+ essays a week. Willow has been the only one that handles technical terminology without flinching, letting me narrate personalized feedback straight into the gradebook. It’s been a massive relief to stop being a ""software manager"" and go back to just being a teacher. What’s your minimal tech stack for the classroom this year? Are you guys still trying out every new AI tool that drops, or have you found a few reliable ones that actually move the needle?
Submitted February 08, 2026 at 08:39AM by LxM420 https://ift.tt/7Y539Jo
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