Private Inference for Multi-Tenant AI Factories
Eliminate GPU carveouts. Run every workload on shared infrastructure without exposing tenant data.
Trusted and Proven
Why Protopia for Financial Services
Protopia’s SGT complements AWS infrastructure with a drop-in privacy layer that uses stochastic transformation to protect proprietary data, IP-sensitive content, and other critical enterprise assets, mitigating the risk of data leakage.
Built for speed, sovereignty, and scale, Protopia + AWS enable private inference without compromising performance or infrastructure efficiency.
Model Agnostic
No retraining needed; compatible with leading open-weight LLMs
No performance Trade-offs
Milliseconds of latency; preserves full accuracy
Accelerated Compliance
Supports privacy-by-design, audit, and localization
Deploy Models Fast
900~15,000x times faster than alternative cryptographic approaches
Latency
Milliseconds of added latency, no accuracy loss
Financial services
Validated in global financial institutions
Architecture Overview
Protopia Stained Glass Transform:
Private-by-Default Multi-Tenant Inference
Stained Glass Transform (SGT) converts plaintext inputs into stochastic embeddings that preserve model fidelity and performance via an OpenAI-compatible API. Enterprises can quickly deploy SGT as a lightweight privacy layer on AWS-hosted inference, eliminating data exposure risks without compromising performance.
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Secure Financial Use Cases
From fine-tuning to inference, Protopia’s Stained Glass technology secures sensitive inputs at every stage of model development and deployment. Explore how Protopia supports safe, scalable LLM adoption.
AI-as-a-Service
Safely analyze real-time transactions for AML, fraud, or suspicious activity without exposing customer PII.
Sovereign AI
Process sensitive onboarding documents and regulatory submissions in full compliance with privacy mandates.
Enterprise
Protect internal analytics, trading strategies, and research assets while leveraging advanced AI without moving data outside controlled environments.
Model Training
Securely orchestrate data between agents, apps, and endpoints without risking leaks or losing control.
Model Validation
Enable secure chatbots, virtual assistants, and automated workflows using account data and client communications.
THE SOLUTION
The Protopia Solution
Protopia’s Stained Glass Transform (SGT) solves the fundamental risk in AI for finance by eliminating plaintext exposure entirely. Sensitive data is transformed client-side, so no readable information is ever sent to the model or hosting environment. SGT works wherever your data resides: on-premises, in your private cloud, or within region-specific environments. This helps you comply with residency rules and internal controls.
Protopia + AWS: private inference at scale
Power Private Inference on AWS at Scale
Protopia’s SGT complements AWS infrastructure with a drop-in privacy layer that uses stochastic transformation to protect proprietary data, IP-sensitive content, and other critical enterprise assets, mitigating the risk of data leakage.
Built for speed, sovereignty, and scale, Protopia + AWS enable private inference without compromising performance or infrastructure efficiency.
Unlock New Use Cases. Activate Your Proprietary Data.
Enable secure, private inference on proprietary data that was previously too sensitive to use. Ship POCs to production without compromising privacy or control.
Hit Performance Goals. Protect Your IP.
Achieve high-throughput inference on proprietary datasets without infrastructure changes. Protopia’s SGT integrates directly with AWS endpoints, preserving privacy in shared compute environments.
Deploy Models Fast. Expand Model Access.
Protopia runs on AWS without custom infrastructure or refactoring. Protect Llama 3.1B today, preserving fidelity and metadata. More model support coming soon.
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Try Private LLM Inference Today with Your AWS Credits
Test real-world LLM use cases in your AWS sandbox — no training or infra setup needed.
Use your AWS credits to explore secure inference use cases with Protopia’s Stained Glass Transform.
Proprietary Risk and
Research Models
Protect internal analytics, trading strategies, and research assets while leveraging advanced AI without moving data outside controlled environments.
Agentic
Workflows
Securely orchestrate data between agents, apps, and endpoints without risking leaks or losing control.
Customer Service and Onboarding AI
Enable secure chatbots, virtual assistants, and automated workflows using account data and client communications.
Ready to secure your sensitive financial data in AI workflows?
