is anyone else just overwhelmed by the sheer number of AI tools?

I'm the opposite, I actually love the chaos. But I also recognize I'm a tech nerd who genuinely enjoys testing new tools as a hobby, so I'm probably not the target audience for your question.

That said, even I've started being more selective this year. My rule now is that I only try a new tool if three different people I trust recommend it independently. Otherwise it's just noise. The AI tool landscape right now is like the app store in 2012: 95% of it is garbage clones with slightly different branding, and the remaining 5% is genuinely useful. Your instinct to ignore most of it is actually the right move. The problem is finding that 5%, and the honest answer is that you find it through trusted word of mouth, not through product hunt listings or social media ads.

You're describing decision fatigue and it's completely valid. There's research on this, actually. When people are presented with too many choices, they either make worse decisions or avoid deciding entirely. The paradox of choice is well documented in psychology and it applies perfectly to the AI tool landscape right now.

I spent most of last semester trying every new writing assistant that showed up on my feed and the result was that I didn't get comfortable with any of them. I was constantly context-switching between interfaces, learning new features, forgetting shortcuts, and losing time to the switching cost itself. The opportunity cost of tool-hopping was worse than using no tool at all because at least with no tool I'd have been building muscle memory in my own writing process.

This semester I committed to exactly three tools: one for brainstorming and outlining, one for grammar and clarity checking, and one for citation management. Everything else gets ignored regardless of how promising it looks. The constraint is liberating because I stopped spending mental energy on evaluation and started spending it on actual work.

The irony is that "there's an AI tool for that" has become just as much of a productivity trap as the problems these tools claim to solve. If you're spending more time evaluating tools than actually studying, the tools aren't helping you, they're distracting you.

@ethan_w your three-recommendation rule is smart. I might steal that as a filter for the rare occasions I consider adding a new tool.

Same here. I literally just use ChatGPT for basically everything at this point and call it a day. Don't need seventeen specialized apps cluttering my workflow when one general tool handles about 80% of what I need. Keep it simple, save your mental energy for the actual coursework instead of tool management.

As someone studying to become a teacher, this conversation hits differently because I'm seeing it from both sides. I'm overwhelmed as a student, sure, but I'm also thinking about how I'll eventually have to guide my own students through this exact landscape.

What concerns me most is that the tool overload creates a real equity issue. Students with more tech literacy, more free time, or more disposable income for premium subscriptions end up with better tools and better outcomes. Meanwhile the students who could benefit the most from AI assistance, first-generation college students, students from under-resourced high schools, non-native speakers, are the ones least likely to find the right tool because they don't have hours to spend testing options or money for multiple paid tiers.

My education program hasn't addressed this at all, by the way. We talk about AI policy in abstract terms during one seminar per semester but nobody teaches us how to actually recommend specific, accessible tools to students or how to build AI-informed lesson plans. I'm going to enter the profession expected to navigate this and I have basically no training.

I think what would actually help is if schools created curated, vetted lists of recommended tools for specific use cases. Not endorsements, just informed guidance so students don't have to sort through the noise alone. @hannah_r I love the three-tool framework. That's the kind of practical, grounded guidance I wish more educators would share with their students.

Totally feel this. My filter is pretty blunt: if a tool requires more than five minutes of setup to be useful, I skip it. Life's too short to watch onboarding tutorials for yet another AI writing app. The tools that stick are the ones that work immediately with minimal configuration. I also think a lot of these tools are solving problems that don't actually exist. Do I really need a specialized AI for outlining when ChatGPT does outlines perfectly fine? @ben_j has the right idea. One versatile tool beats ten niche ones every time.