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Cloud GPU training, without the guesswork.Trainwave routes your job to the best-performing GPU at the lowest price — with fault tolerance and real-time monitoring built in.

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30%

Average cost savings

vs. single-cloud GPU pricing

99.9%

Job completion rate

Fault-tolerant training

1

API for multi-cloud

Unified CLI & dashboard

How it works

1

Define

Write your config or use the CLI. Point to your training code and resources.

$
2

Launch

Trainwave finds the best GPU across clouds and starts your job.

Cloud A$2.99
Cloud B$1.89
Cloud C$3.17
Best price selected
3

Monitor

Real-time logs, metrics, and artifacts in the dashboard or CLI.

GPU %

Logs
[INFO] Epoch 1 — loss: 0.82
[INFO] Epoch 2 — loss: 0.61
[INFO] Epoch 3 — loss: 0.44
[INFO] GPU util: 94%

Intelligent GPU routing across clouds

Trainwave scores every available GPU across performance, reliability, and price — then routes your job to the best option automatically.

$
ProviderScore
Provider A
H100 SXM · $3.20/h
9/15
Provider B
Selected
H100 SXM · $1.89/h
15/15
Provider C
H100 SXM · $2.60/h
11/15
Provider D
H100 SXM · $3.05/h
10/15
Performance scored /5Reliability scored /5Value scored /5

Scores updated in real time · lowest price per performance wins

Batteries included

Trainwave keeps your jobs running and gives you full visibility—logs, metrics, and artifacts—so you can optimize and ship with confidence.

Smart GPU pricing

Compare prices across clouds and automatically run on the best option for your budget.

Fault-tolerant training

Jobs complete reliably even when hardware fails. Automatic recovery and checkpointing.

Real-time logs

Stream logs live from the dashboard or CLI. No more polling or delayed output.

Training metrics

GPU utilization, loss curves, and custom metrics in real time.

Artifact storage

Save checkpoints, model weights, and outputs. Retrieve and deploy from one place.

CLI & web UI

Manage jobs from the terminal or the dashboard. Same API, your choice.

Trainwave works with

Any Framework

Bring your existing training code. Trainwave supports all major ML frameworks.

0 unified APIfor any GPU cloud
0+Hours of training
0%Average cost savings