(01)
Solution
Cost control
Daily spend caps per team and per project, with forecasts that update as jobs start and finish.
−23%
GPU spend in the first 90 days (median)
Spend
What it does
Every job is priced as it runs. Teams see their own burn, finance sees all of it, and caps stop surprises before the invoice does.
What you set
Caps, alerts and who approves an increase.
(02)
Solutions
What teams use it for.
Long runs
Training
Multi-week training runs that keep their place when a node fails, with checkpoints you can find again.
0
runs lost to a node failure last quarter
Serving
Inference
Serve models across regions with one routing table, and see p95 latency per model, per region, by the minute.
212 ms
median p95 across customer fleets
Inventory
Fleet and regions
Every GPU, node and site in one inventory, including the ones you rent and the ones in your own racks.
6.1%
average idle capacity found in week one
Next step
Try it on your own cluster.
Read-only for 30 days, connected with one of our engineers.