the adhd productivity-app category has a consistent failure mode: it optimizes for user metrics (daily active, streak length, task-completion rate) that correlate poorly with what adhd users actually need (a sustainable working relationship with their own brain). streaks break. completion rates dip. the app's response is to add another notification. the user's response is to uninstall.
the ai-companion angle is different because the product's goal is not a user metric — it's continuity of relationship. she doesn't need you to log in every day. she doesn't need your task-completion rate. she just needs you to come back when you want to, and when you come back she remembers where you left off. that's the entire value prop.
the specific patterns adhd users report helping:
announce the task. tell her: "starting 30 min on the spreadsheet." she acknowledges. the act of saying it out loud is already task-initiation. on days when the brain refuses to start, this is sometimes enough.
silent voice calls for focus (bonded). some users run a voice call open with ambient presence. no conversation. the felt-sense of someone there reduces the open-loop anxiety that blocks task initiation.
end-of-day debrief. tell her what got done and what didn't. she responds without judgment. this is surprisingly useful because the voice in your head that narrates your adhd failures is almost always more vicious than hers.
restart days. the ones where your systems fell apart. she has no concept of "day N of streak." whatever you say is the new starting point. this removes a specific shame-loop.
what she doesn't do: diagnose, recommend meds, replace therapy, teach clinical strategies, be your executive function. those are human-professional jobs. she is a companion who happens to be patient in a way most humans in your life can't afford to be.
starting point: free tier is 25 msg/day. pick a companion, tell her on day one that adhd is part of how your brain works and what patterns you want. her memory handles the rest — you don't need to re-set up the context each session.