Sponsor sessions are not CFP submissions. They are paid entitlements that still need content approval, speaker onboarding, and schedule placement. If that lives in email while the CFP lives in a tool, the programme is already split. podiumstack.com/features?utm…

Most CFP tools stop at collecting proposals. The real work starts after that: conflicts, blocked speaker tasks, sponsor promises, and a publish button that should refuse to lie. That is why Podium ships with a messy demo, not an empty sandbox. podiumstack.com/demo?utm_sou…

Before AI, the organizer was the integration layer. They stitched together forms, spreadsheets, emails, speaker reminders, sponsor promises, and schedule changes. With AI, the insight is different: Give agents skills over the real workflow, so they can stitch the experience together. podiumstack.com/guides/agent…