Consolidating search, curation, annotation and evaluation into one platform is a sensible bet: physical AI teams drown in sensor data, and tooling fragmentation is a real cost. The MCP tooling angle signals where data ops is heading — agents driving dataset workflows rather than humans clicking through UIs. That said, this is a product consolidation play, not a technical breakthrough; the open question is whether robotics and AV teams will standardize on one vendor or keep stitching together best-of-breed stacks. The free self-service tier reads as a classic land-and-expand push in a market where data infrastructure is quietly becoming the bottleneck for embodied AI.