Paste your talk idea or a target conference. We research that conference live and reframe your idea into 3 reviewer-shaped angles, each with an honest fit score — built to help you stand out where only ~8% get in.
Anonymous = 3 generations / hour. Sign in (free) for 10 / hour + the submission tracker (coming soon).
Every other tool tracks.
None of them coach.
Track submissions. Zero help writing them. Your acceptance rate stays a mystery. You keep using the same titles that keep getting rejected.
Track and manage. Still no AI. Still no coaching. No idea what KubeCon reviewers actually want this year. No conference-fit awareness.
Coach + live conference research + tracker. It researches recent accepted talks and open lanes as it drafts, then reframes your idea into 3 reviewer-shaped angles — with an honest fit score, not a fake acceptance %.
From rough idea to
reviewer-ready.
Name your target conference. We search the open web for what it recently accepted, the oversubscribed lanes, and the gaps that look open. Paste a Sessionize feed and we read the real accepted list directly.
Drop in slides, notes, or a rough idea. You get 3 proposals, 3 angles— failure story, technical depth, community lens — each with a fit score and a 5-point rubric showing where it's strong and where it's weak. An honest read, not a fake %.
Sign in and save a light copy of any proposal to your private board. Every submission, every conference, one place — the full kanban grows as the beta does.
Built with the CNCF community in mind, open to every speaker. We can't promise acceptance — nobody honestly can. What we can do is research the room, sharpen your angle, and show you an honest read of where it stands. Every coached proposal makes that read sharper for everyone.
Sign-in is optional · only used to raise your hourly limit + save proposals when the tracker ships.