01The problem
Every answer you needed was already in Notion, Gmail, Slack or Drive — and the AI answering you had read none of it. You were the memory.
02The fix
Margarita keeps one live memory of what your tools know and answers from it — every claim cited, so you can check her.
92.6% retrieval accuracy, measured in the open.
03The line
Margarita drafts and stops at the edge: nothing sends until you press Release, and everything reversible names its undo.
One Release button. No countdown.
04Who’s behind it
ran is built by one founder, and in early access you talk to him directly — every user is a conversation, not a ticket.