Data privacy that scales with your AI Inference Infrastructure Applications Agents
Protopia helps Inference Endpoint providers transform sensitive enterprise data before it reaches your infrastructure, helping customers scale AI with confidence.
UNLOCK SENSITIVE DATA
Drive More AI Workloads for Enterprise Customers
Turn data privacy concerns into competitive advantage with secure inference endpoints. Protopia’s Stained Glass Transform secures sensitive data in AI workloads, from fine-tuning to real-time inference.
Uncompromised Accuracy
Transform raw data into secure data representations that preserve model-relevant information.
Protection Beyond Encryption
Complementary to encryption at rest and in transit, Protopia protects data at inference and computing endpoints while adding mere milliseconds to latency.
Reinforced Data Sovereignty
Decouple sensitive data ownership from Al infrastructure, keeping control firmly within the enterprise zone of trust.
Deployable in Any Environment
Runs natively on all compute platforms — from edge to GPUs — maximizing flexibility while reducing costs.
PARTNERS
Trusted by leading AI inference providers
Hyperscalers, CSPs, and IaaS providers are racing to meet growing demand from the enterprise. Differentiate your inference solution using Stained Glass Transform as your secure data privacy layer.






MAXIMIZE INFERENCE VOLUME
Enable secure AI workloads without risk or latency
Protopia’s Stained Glass Transform enables inference platforms to secure customer data without compromising performance. Our lightweight protection technology safeguards sensitive information while maintaining speed and accuracy, allowing platforms to unlock more AI workloads without the friction of traditional security approaches.
<1%
Added to inference time
Near-Zero
latency impact
14,000x
Faster than cryptography
LLM AGNOSTIC
Capitalize on the growing shift to open-weight models
Proptia’s Stained Glass Transform provides secure data transformations out-of-the-box with Llama and Mistral.
Protopia’s Stained Glass Engine enables inference providers to transform data on any fine-tuned proprietary or open-weight models.
Cloud
(Multi-tenant)
Cloud
(Private)
Hybrid
On-Prem
DEPLOYMENT OPTIONS
Enterprise-ready for any deployment environment
Protopia offers flexible deployment options to match any customer infrastructure and security needs.
GENAI USE CASES
Scale GenAI use cases for enterprises building with sensitive data
As AI inference becomes a core service, businesses are building entirely new models around it. Protopia AI helps you capture emerging opportunities with cost-efficient, secure, flexible solutions.
RAG
Enable RAG applications to query across siloed enterprise datasets while preserving privacy.
Chatbots
Scale enterprise chatbot deployments with end-to-end security for context-rich user interactions.
Code-Gen
Accelerate dev cycles by generating secure, IP-protected code for multiple programming languages.
Agents
Support complex function calling and orchestration workflows for sensitive operations while maintaining data privacy.
Computer Vision
Visual data is processed with military-grade precision, supporting secure entity detection for defense and fintech.
Fraud Detection
Transactional patterns are analyzed with high precision, enabling real-time fraud detection for financial services.
SCALE GENAI APP PRODUCTION
Ignite New Revenue Streams With Protopia AI
Enable enterprise customers to protect sensitive data before it reaches your infrastructure, helping teams confidently move from prototype to production without sacrificing data privacy.
Drive Higher Consumption
Help existing customers scale from POC to production by unlocking their proprietary data assets.
Create a Competitive Advantage
Differentiate your platform with enterprise-grade data privacy that maintains performance.

PARTNER TESTIMONIALS
Proven partnerships with AI leaders
AI leaders trust Protopia to accelerate innovation while keeping data secure. Our partnerships ensure cutting-edge AI solutions are built with data privacy and performance in mind.



Sol Rashidi
Former Fortune 500 CDAO


Oracle is making efficient deployment possible for their enterprise customers by seamlessly integrating versatile LLMs for use cases such as writing assistance, summarization, and chat, specialized by industry. Protopia AI Stained Glass Transform represents a groundbreaking solution to data privacy and can accelerate the adoption of LLMs in enterprises using OCI.

Sanjay Basu
Oracle Cloud
Securely unlock your sensitive data for AI
Stained Glass Transform (SGT) converts sensitive data and prompts into stochastic representations that improve accuracy, protect privacy and boost compute utilization to maximize your data’s AI impact.
TECHNICAL DOCUMENTATION
Run at blazing speed with Protopia Stained Glass
Explore Protopia’s technical resources to seamlessly integrate Stained Glass Transform (SGT) into your AI workflows.

Tech Docs: SGT API & Secure Model Deployment
With a flexible API interface, Protopia SCTseamlessly integrates into existing Al pipelines and can be hosted by either Protopia or an inference provider for maximum deployment flexibility....

E-Book: The Enterprise's Guide to Al Security & LLM Data Protection
This guide explores Al security challenges, compares privacy-enhancing technologies, and introduces Stained Glass Transform (SCT) for protecting sensitive data without compromising utility.

Whitepaper: A Technical Exploration of Stained Glass Transform
Explore how Stained Glass Transform (SGT) and Stained Glass Engine (SGE) enable enterprise Al teams to securely leverage sensitive data, reduce infrastructure costs, and maintain high performance across Al workflows.