Orion Labs
4x faster nightly retraining (42 hours to 11 hours)
Moved scheduled training to reserved clusters and used project-level budget controls to keep costs predictable.
Case Studies
Customer outcomes from real GPU infrastructure transitions.
See how ML and platform teams cut training time, reduce queue uncertainty, and speed up enterprise approval cycles.
Atlas Robotics
63% lower average queue wait for simulation and training
Adopted a blended on-demand and reserved strategy, then routed critical jobs through priority capacity windows.
Northline Health
Completed procurement and security review in 21 days
Used trust documentation and exportable billing data to unblock legal, security, and finance signoff.