Serve
Serve AI when you need it.
Start a model, keep it available for as long as needed, then stop it when you're done.
Automatic computer selection · Stable address · Health checks · Pay only while your model is running · Stop anytime
Who it's for
Built for teams who need a model available on demand
Badgr chooses the computer, provides an address and tracks the cost.
vLLM and open-model serving teams
You want a specific open model available to your app on a matched GPU, image and engine, not whatever a shared API offers.
Start the model you chose and Badgr picks the compatible computer, image and engine for it.
Teams with temporary or bursty inference
You only need the model available for part of the week, and always-on capacity keeps billing even when idle.
Start it when you need it, watch cost while it runs, and stop it when you're done.
What you get
What Badgr adds to anything you serve
Start a model and Badgr handles the computer, the address, the health checks and the cost.
Automatic computer selection
Choose a model and Badgr recommends the right computer for it automatically.
A stable address
Badgr gives what you started an address your app can call.
Health checks
Badgr checks the model answers correctly before telling you it's live.
Cost you can see
Cost is tracked while it runs, and stops when you stop it.
Choose a model
Choose a model to serve
Select a model and Badgr will recommend the right computer automatically.
Qwen 2.5 7B Instruct
Qwen · 7B · 32K tokens context.
Serve this model →
Qwen 2.5 32B Instruct
Qwen · 32B · 32K tokens context.
Serve this model →
Qwen3 8B
Qwen · 8B · 128K tokens context.
Serve this model →
Qwen3 32B
Qwen · 32B · 128K tokens context.
Serve this model →
Qwen3 Coder 30B
Qwen · 30B · 128K tokens context.
Serve this model →
Llama 3.1 8B Instruct
Meta · 8B · 128K tokens context.
Serve this model →
How it works
How serving works
Three steps from picking a model to stopping it.
Choose a model
Pick a model from the catalogue and Badgr recommends the computer to run it on.
Start it
Badgr starts the model, checks it's healthy and gives you an address.
Stop when done
Stop it from your dashboard whenever you no longer need it.
Starting
Computer chosen
Live
Health check passed
Open
Address ready
Cost
Tracked while running
Stopped
Billing ends
What's running
What's running
Open it, check its logs, see what it's costing you, or stop it — anytime.
Open · View logs · View cost · Stop
View what's running →Serve AI when you need it
Pick a model, start it, and stop it when you're done — Badgr handles the computer and the cost.