H100 Stability.
Spot Instance Prices.

When AWS sends a 120-second interruption notice, we freeze your entire RAM and GPU state with CRIU, sync it to S3 at 10Gb/s, and resume on a new spot instance. Zero training loss. Zero idle time.

Live Arbitrage Calculator

Fetching live spot prices…

Spot + $2.50/hr stability$2.50/hr × 1 nodes
Monthly Spothop cost$1,825.00
On-Demand would cost$71,773.60
Monthly Savings vs On-Demand$69,948.60 (97%)

How It Works

The tech moat: sub-120-second migration with zero data loss.

Step 1

AWS Spot Interruption (120s warning)

IMDSv2 monitors for interruption notices. The moment AWS signals reclaim, the migration pipeline triggers.

Step 2

CRIU Memory Freeze & 10Gb/s S3 Sync

Docker experimental mode enables CRIU checkpointing. Full RAM/GPU state is frozen and synced to S3 using CRT for maximum throughput.

Step 3

Zero-Loss Resume on New Hardware

A new spot instance is provisioned in the best arbitrage region. The checkpoint restores—training continues exactly where it left off.

Built for Enterprise ML

Infrastructure that scales with your training workloads.

Zero Idle Time

CRIU checkpointing ensures your jobs never lose progress. Interruptions become seamless handoffs.

Cross-Region Arbitrage

Automatically migrate to the cheapest region with availability. Maximize savings without manual orchestration.

AWS Marketplace Billing

Metered usage flows through AWS Marketplace. Single invoice, enterprise compliance, simplified procurement.

Stop losing training progress.

Deploy your first cluster today.