AI infrastructure · Now in 38 regions
Launch AI models to every region on Earth
Karman deploys, scales and monitors your models on GPUs in 38 regions — from one command, with live telemetry on every request.
Ascent profile — how a deploy flies
From commit to global in four stages
Mission control
See every request, in every region, as it happens
karman / llama-4-70b-prod
Nominal
Requests / sec
2.41M
+12.4%
P50 latency
38 ms
−4 ms
P99 latency
212 ms
−18 ms
Latency by region · p50 · last 60 min
38 regions
us-east-1
eu-west-3
ap-south-1
sa-east-1
me-central-1
Launch log
14:02:11
v42
Orbit reached · 38/38
14:01:47
v42
Staging · eu-west-3
14:01:20
v42
Max-Q passed · drift 0.3%
14:00:52
v42
Image signed · 6.2 GB
13:41:09
v41
Auto-rollback · ap-south-2
13:12:33
v41
Orbit reached · 38/38
GPU load · 38 regions
1,204 of 1,610 GPUs
The network
A GPU fleet in orbit around your users
Requests are served from the closest healthy region automatically. If a region degrades, traffic reroutes before your users notice — no failover config to write.
38
Regions on six continents
12,408
GPUs online right now
41 ms
Median latency to users
99.99%
Uptime, last 90 days
Flight systems
Everything a launch needs, already on board
One-command deploys
Run karman launch from your laptop or CI. No YAML, no clusters, no GPU quotas to request.
Autoscaling to zero
GPUs spin up in under 4 seconds when traffic arrives and shut down when it stops. Idle costs nothing.
Global by default
Every model is served from all 38 regions. Requests go to the nearest healthy GPU automatically.
Per-request telemetry
Latency, tokens, cost and errors for every single call, searchable for 30 days.
Private by design
Your weights never leave your account. SOC 2 Type II, HIPAA and EU data residency built in.
Safe rollouts
Shadow tests, gradual canaries and automatic rollback on every release — not just the risky ones.
Flight report · Lumen Labs
Maya Okafor
VP Engineering, Lumen Labs
−52%
p95 latency, APAC
−34%
Monthly GPU spend
Pricing
Pay for the seconds your models run
GPU time is billed per second from $0.00031. No idle charges, no minimum commitment, no egress fees between regions.
Suborbital
$0
/ month
For prototypes and side projects.
$25 of GPU credit each month
3 regions
Community support
7-day telemetry
Orbital
Most popular
$49
/ month + usage
For teams shipping AI to production.
All 38 regions
Autoscaling to zero
Safe rollouts & auto-rollback
30-day telemetry
Email support, 4h response
Deep Space
Custom
For fleets with strict requirements.
Reserved GPU capacity
Private regions & VPC peering
HIPAA, SOC 2, EU residency
99.99% uptime SLA
Dedicated flight engineer
Pre-flight checklist
Questions before launch
Can’t find the answer? Our engineers reply within four hours.
Which models can I run on Karman?
Anything that runs in a container: open-weight LLMs, diffusion models, embeddings, speech and your own fine-tunes. Popular models deploy from a template in one click.
How is this different from renting GPUs myself?
What happens if a region goes down?
Can I keep my data in one country?
How long does migration take?
T−10 · Clear for launch
Your model, live in every region by lunch
Start with $25 of free GPU time. No credit card, no sales call.
$
npx karman launch ./model