Stop losing your GPU right before the deadline.

Built for Malaysian researchers finishing a thesis or FYP, and startups that had to ship a live model yesterday. Train and host on a fractional GPU, billed by the hour, in MYR or by card. No contract, no waitlist, no midnight file wipe.

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SovernStack workspace and dashboard view
Where we are right now

We are in early access.

Built by a small team already hosting real thesis projects and startup MVPs. Tell us what you're building and get free credit to try it.

"Colab kicks you out, Kaggle caps your hours, our AI lab wipes files at midnight. This just runs overnight without any of that."

Masters student, Swinburne Sarawak
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If any of this sounds like your week, keep reading.

For researchers and FYP students
  • →Colab kicks you out mid-run for "abuse"
  • →Kaggle's weekly GPU hours run dry
  • →Uni AI lab wipes your files at midnight
  • →FYP students last in line for shared compute
For cash-constrained AI startups
  • →"Live by tomorrow" and tomorrow is today
  • →No DevOps hire, no time to become one
  • →Every serious platform wants a contract first
  • →Runway's in Ringgit, everyone else bills in USD
This Is Me. Get Started Free

From First Experiment to Live Model

Start Experimenting in Minutes

PyTorch and the usual stack, pre-installed. No setup day.

Train Without Leaving the Workspace

Run jobs overnight from the terminal. Pay only for hours used.

Host Your Model as an API

Turn a trained model into an API from the same screen.

Keep Every Version in One Project

Runs, checkpoints, and live models, all in one place.

Only Pay for the Fraction You Need

Right-sized GPU for your model, not a full card you don't need.

Pay in Malaysian Ringgits

DuitNow, TnG, or card. MYR locally, any currency abroad.


What's Under the Hood

GPU

RTX 3090 fractional GPUs today. More GPU types are being onboarded as we expand.

Frameworks

PyTorch, Scikit-learn, Tensorflow, Numpy and many more

CUDA

CUDA 12, kept current as new versions land, so you're not stuck on an old toolkit.

Long running jobs

Start a script from the terminal and let it run unattended, including overnight.


New

Open weight models, ready to call. No fine-tuning required.

Skip training. Call Qwen or OpenAI's open weight models straight from a single endpoint.

A Growing Set of Open Weight Models

Qwen and OpenAI open weight models live now, more added regularly.

One Endpoint, Drop-In Ready

One API endpoint for every model.

Pay for Tokens, Not Idle GPUs

Pay per token. No GPU to reserve.

Your Data Stays Yours

Runs on our own infrastructure. Delete a session, your data's gone, encrypted, no access even from us.


Simple Pricing, No Contracts

Fractional GPU pricing

1 · Select your GPU

More GPUs Coming soon

2 · Choose your VRAM

Estimated price

RM 0.60 / hour
GPURTX 3090
VRAM6 GB
Rate1 slice × RM 0.60
Try for Free

Billed by the Hour

Spin up a fractional GPU, run your job, shut it down. No daily minimums, no idle charges.

Scale However You Want

Take a small fraction for a small model, or a full GPU for a bigger one. Resize as your project grows, right from your workspace.

No Contracts, No Surprises

No annual commitment, no sales call, no fine print. What you see is what you pay. Good for a semester or a seed round.


Common Questions

Where is my data and AI hosted?

In Malaysia. Your workspaces, volumes, and the open-weight models behind our LLM gateway run on GPU clusters in Malaysia, operated by our data center partners. Your data is handled by Sovernstack, encrypted, and kept in isolated containers, so it is not shared with other users or accessible to the data center operators. You can see who hosts the hardware on our partners page.

How does Sovernstack work?

Create an account and you get free credit on registration. From your workspace, start a Jupyter notebook or an SSH session, pick any available instance, choose how much RAM and VRAM you need, and start building. When you are done, shut it down and you stop paying.

Who is Sovernstack for?

AI developers, data scientists, and postgraduate and undergraduate students working on AI projects or research. If you need a GPU for training, fine-tuning, or experimenting, and you don't want to pay for a whole card or sign a contract, it's built for you.

Can I run a long training job overnight?

Yes. Start your script from the terminal in your workspace and it keeps running whether or not you keep the browser open. An 8 hour or longer job is a normal use case, not an edge case.

How does pricing work?

We charge per hour, per VRAM slice. Pick the slices you need and pay only while your instance is running. We also offer dedicated plans. Get in touch and we'll tailor one to your workload, so you don't end up paying for things you don't need.

What does a long job cost?

You are billed for the hours your fractional GPU is running, at the rate for the fraction you chose. An 8 hour run costs roughly 8 times the hourly rate. Use our cost calculator to see what your specific job would cost before you run it.

Where does the hardware come from?

We partner with data center operators only in Malaysia to run the instances, while your data is securely handled by Sovernstack. You can see who we work with on our partners page.

What happens when new GPU types are onboarded?

Any credit you already have stays valid. You are not locked into the hardware available on the day you signed up.

How does the LLM gateway work?

We host open-weight models on our partner GPU clusters, so you can call them without managing any infrastructure. If one cluster goes down, another takes over automatically, so your requests keep working.

Is my work secure and private?

Yes. All data is encrypted, and every workspace runs in an isolated container. Your code, datasets, and models are not shared with other users and are not accessible to Sovernstack or to the data center operators hosting the hardware.

What happens to my data when I delete something?

If you delete a volume, its data is gone and we don't keep a copy. If you delete your account, we delete everything. Back up anything you want to keep before you delete it.


Built for a thesis deadline or a two-person startup, not a procurement department.

  • ✓Workspaces that open ready to run
  • ✓Training and hosting in one project
  • ✓No contracts, no minimums
  • ✓MYR billing locally, card billing abroad
  • ✓Billable to a lab budget, grant, or startup card

Why SovernStack

One Place for the Whole Workflow

Notebook, training, and hosting in one project.

Built for Builders, Not Buyers

Made for builders, not a procurement cycle.

Affordable by Design

Pay only for the GPU fraction you actually use, from RM0.60/hour.

Built in Malaysia, Open to Everyone

MYR billing locally, card billing abroad.

Small Team, Direct Access

Talk to the people building it, not a ticket queue.


Ready to start?

Open a workspace and see if it fits what you are building. If it does not, tell us why, we are still shaping this.

Try for Free

Get in Touch.

Working on a research project, a thesis, or a startup idea? Send us a message and we will get back to you.

Data center operator or ecosystem partner in Malaysia? Visit our partners page.