INFERENCE partner
Protopia AI + AWS
Stained Glass Transform (SGT) adds a drop-in privacy layer for secure AI inference on AWS managed services.

explore Protopia on AWS Marketplace
Unlock private inference with Protopia AI + AWS
AWS users can now deploy Stained Glass Transform directly within their AWS Cloud environments with two flexible deployment paths to meet enterprise needs.

SGT on SageMaker
Deploy inference endpoints in Amazon SageMaker enabled for Protopia’s Stained Glass Transform (SGT).
Ideal for teams that want secure inference without managing models. Just click, configure, and go.

SGT on AWS Marketplace
Self-host Stained Glass Transform, including inference server, within your AWS environment.
Teams requiring greater control can run the entire system via containerized deployment.
secure, private inference on aws
Stop Waiting. Start Building.
Security constraints often keep the most valuable enterprise data from being leveraged for AI applications.
Protopia’s patented Stained Glass Transform (SGT) protects sensitive data through the entire inference lifecycle, without compromising model performance. AWS customers can now deploy Llama 3.1 8B-Instruct models on SageMaker with SGT support built in, maintaining accuracy while eliminating data exposure.
Start shipping production AI with your most valuable data.

Protopia ai + aws
Unlock private inference on AWS
Unlock your highly sensitive data for AI without sacrificing speed, accuracy, or cost-efficiency. Talk to our engineers about how to deploy private inference in your AWS environment.
Fast 14,000x faster than cryptographic techniques
Efficient Near-zero latency impact
Cost-Effective Expanded compute access from edge to cloud
Let’s scope your AWS workflow
Technical Resources
Explore marketplace listings and TechDocs to learn how to deploy, secure, and scale private inference on AWS with Protopia.

Deploy via SageMaker
Secure inputs before they reach your SageMaker endpoint. Launch SGT from AWS Marketplace to run Llama models with built-in data protection.

Try a Sample Notebook
Follow a step-by-step walkthrough to run SGT on Llama 3.1‑8B Instruct using SageMaker. Additional model variants coming soon.

GitHub Repo: AWS Deployment
This repo shows how to customize, deploy, and test a secure AWS endpoint using Stained Glass Transform.

How Protopia Works with vLLM
Technical overview of how SGT protects embeddings using vLLM’s new prompt_embed support.