Together AI
Finetuning Open Source Models, Serverless inference endpoints

Scale-to-zero Inference, Custom Model Serving, Low-Latency APIs
Baseten is not a standard per-token API provider; it is a specialized MLOps platform for companies that want to own their model infrastructure without managing Kubernetes. Baseten utilizes an open-source framework called Truss, which allows data scientists to package any machine learning model (from a 70B LLM to a custom Python scikit-learn script) into a standardized Docker container that deploys to Baseten’s infrastructure in seconds.
One of Baseten’s massive advantages for startups is its rapid scale-to-zero capability. When a deployed model receives no traffic, Baseten spins down the underlying GPU, meaning the customer pays nothing. When a request hits the endpoint, Baseten’s highly optimized cold-start mechanisms boot the model incredibly fast, ensuring that companies only pay for compute when their application is actively generating revenue.
Baseten targets high-compliance industries like healthcare and fintech. They are SOC 2 Type II and HIPAA compliant, and for ultimate security, they offer deployments within a customer’s own Virtual Private Cloud (VPC). This means sensitive patient or financial data never leaves the corporate firewall, while the data science team still benefits from Baseten’s managed auto-scaling and monitoring dashboards.
SOC 2 Type II, HIPAA, Private VPC
Custom Integration. This provider requires their own specific SDKs or libraries to interact with the models. See official documentation.
import requests
headers = {
'Authorization': 'Bearer YOUR_API_KEY',
'Content-Type': 'application/json'
}
data = {
'model': 'your-chosen-model',
'prompt': 'Hello, world!'
}
response = requests.post('https://baseten.co/v1/completions', headers=headers, json=data)| Website | Visit Official Site ↗ |
You are charged exclusively for the duration the GPU is actively processing your request. Excellent for bursty workloads.
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Baseten uses a per-second billing model. You pay only for what you use — no idle server costs.
Baseten has its own API. Check their documentation for integration guides.
Baseten supports LLM, Vision, Audio, Custom Architectures. Use the API to deploy custom models or use their pre-built endpoints.
Baseten does not have a publicly listed free tier. Contact them for trial access or pilot pricing.
Finetuning Open Source Models, Serverless inference endpoints
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