| Built for learning at scale | ✓ Demos, showcases, replays, and discovery | One-time meetings |
| Scales across organizations | ✓ 100 to 5,000+ participants, structured by team | Becomes harder to manage as size grows |
| Value beyond the live moment | ✓ Work stays visible and learnable over time | Call ends, learning disappears |
| Distributed ownership | ✓ Teams manage and evolve their own demos | Central organizer bottleneck |
| Structured discovery | ✓ Explore teams, demos, and AI use cases | Linear agenda, awkward breakouts |
| Insight into what’s working | ✓ Engagement, feedback, and learning signals | Basic attendance data |
| Peer-to-peer learning | ✓ Small-group conversations at scale | Primarily presentation-based |