
Do AI recommendation panels in productivity apps actually help?
I’m working on a recommendations feature inside a productivity app and would love honest feedback from people who use these kinds of tools.
The feature looks at your tasks, deadlines, overdue items, and project context, then suggests a small set of next actions.
The goal is to help with the common problem of opening your productivity app and still thinking: “Okay, but what should I actually do next?”
I’m trying to figure out whether this is genuinely helpful or whether it risks becoming another AI-generated summary people ignore.
A few things I’m curious about:
- Would you use something like this?
- Do the recommendations feel too verbose or useful as-is?
- Would you prefer short commands, explanations, or a full daily plan?
- Would trust the recommendations?
Screenshot attached. I’m especially interested in whether the tone feels helpful or too “AI coach.”