PMs don't need another PM tool. They need their existing conversations to become their project management system.
The research pointed to a clear tension: teams needed less friction, but AI that acts autonomously creates its own kind of friction — anxiety. These questions shaped the exploration:
Teams don't start in tools — they start in conversation
How might we meet them there, without adding yet another place to manage?
The overhead isn't the work — it's the translation between where decisions happen and where they're supposed to live.
How might we reduce the gap between "we decided" and "it's documented"?
AI that acts without asking doesn't feel helpful — it feels like a liability.
How might we design suggestions that feel auditable, not authoritative?
Three approaches were tested to answer that last question:
Real-time suggestions
AI surfaces updates continuously as conversations happen, with constant notification stream.
"Constant pings broke focus. Users started ignoring all notifications."
Active collaborator
AI is always visible in the interface, ready to assist at any point during work.
"Having AI always present felt intrusive. Users wanted to control when to engage."
Passive Listener
AI listens silently in the background, surfacing a single summary only when a natural break occurs — meeting ends, thread closes.
"It felt like a colleague who had been in the room the whole time, not a bot that kept interrupting."
The passive listener model shaped every design decision that followed. If AI speaks only at natural breaks, the interface needs a place for those summaries to land — and a way for users to act on them quickly, without switching context.
Once I knew AI should only surface suggestions at natural breaks, the next question was: where do they land? PMs are already in five tools. Adding another screen wasn't the answer — the summary needed to come to them. That's what the side panel does.
PMs don't sit at their desks between meetings — they move. By the time they're back at a laptop, five suggestions have piled up and the context is gone. The mobile flow lets them approve in 15 seconds during a break, without losing the thread.
Side panel and mobile handle real-time decisions. What they don't cover is everything AI did between sessions — every update, every change. The transparency page gives PMs a complete audit trail and undo controls for each action.
