Skip to content

Your models,run where your data lives.

Our agents tune, deploy, and run your models in your own cloud or data center. Requests and responses never leave your environment.

What you get with Edge

Inference

High-performing inference

Customized, self-improving inference built for your model, budget, traffic, and requirements.

Infrastructure

Runs on your infrastructure

Your cloud or data center. Requests and responses never leave it.

Data

Zero data retention

We do not access your prompts, outputs, or processed data by default. Collecting traces is opt-in.

Dashboard

You still own everything

See your models, approve any changes, and review our agents’ actions, all from one dashboard. Observability is built in throughout.

How it works

Our agents plan, optimize, deploy, operate, and review your model, then do it all again every day.

  1. Plan

    Plans the infrastructure around your model and your requirements

  2. Optimize

    Makes your model cheaper and faster, tested against official benchmarks and your targets

  3. Deploy

    Puts it live once you approve, with a rollback ready

  4. Operate

    Catches problems around the clock and fixes them within limits you set

  5. Review

    Checks it daily and brings you tested improvements to approve

You stay in control

Our agents fix problems within your limits. Everything else waits for your approval.

Recovery

Fixes within your limits

Restarts, failover, and rollback run on their own only if you allow them. Every action is logged.

Improvements

Changes need your approval

Cheaper or faster setups are tested first. You see the result, then decide.

New models

New models are tested first

You see how a new model compares before it goes live.

Isolation

Each model has its own rules

Targets, limits, and approvals are set per model.

The other ways to work with Sparset

Stack

On our infrastructure

Rather not run infrastructure at all? Stack runs your model on our GPUs, with nothing to host.

Forge

Your own specialized model

Want a model built for your task? Forge builds one from your opt-in traces and data.

Questions

When should we choose Edge over Stack?

When the model has to run on your own cloud or hardware. If you would rather not run infrastructure at all, Stack runs it on ours.

Does Edge run on premises?

Yes, in your own data center or in your own cloud. Bring your infrastructure and network rules to the evaluation, and we confirm what the deployment supports.

Do you access or store our production data?

No. Requests and responses stay in your environment, and Edge runs with zero data retention by default. Collecting traces, for visibility or for Forge, is opt-in, and we work only through the access you grant.

Can we add governance and compliance controls?

Yes. Governance and compliance controls are available on Edge and on Stack, when you opt in.

What can run without a fresh approval?

Only the recovery your team approved at setup, inside your limits: restarting a worker, shifting traffic, failing over, rolling back. Everything else waits for approval.

Can Edge run without internet access?

Raise it during evaluation. We confirm what is supported before the deployment is agreed.

How is Edge priced?

It depends on the deployment and its scale. Book a call and we walk through it against your workload.

Bring your requirements. We will show you what Edge can do with them.

  1. 01Book a callTell us your model, traffic, and current costs.
  2. 02See the numbersWe show what it would cost and how fast it runs on your infrastructure.
  3. 03Go liveYou approve, we deploy in your environment, and our agents run it.