Stained Glass for Model Training
AI models are only as effective as their training data. Organizations face a critical trade-off between using proprietary data for accuracy versus synthetic alternatives that compromise performance and accuracy.
Protopia Stained Glass helps maintain model training and precision while protecting sensitive data at inference.
Overline
Enhance Model Accuracy While Safeguarding Sensitive Data
Stained Glass Transform™ enables more accurate models by leveraging the value of your organization’s data while protecting it against the leakage of sensitive information.
Fast
14,000x faster than cryptographic techniques
Efficient
Near-zero latency impact
Cost-Effective
Expanded compute access from edge to cloud
Secure AI Training Without Compromising Data
Protect sensitive information while maintaining AI model performance through stochastic data transformation. Protopia’s Stained Glass technology allows enterprises to leverage their full datasets for AI training while making the underlying content unintelligible to both humans and other AI systems.

ai security while maintaining accuracy
Protect Your Data While Maintaining Model Accuracy
Fulfill privacy requirements while training models on more real-world data for better predictions. Protopia Stained Glass Transform integrates seamlessly with existing AI/ML pipelines, delivering near-zero inference latency without modifying model weights or adding training overhead. Built on trusted, industry-standard frameworks like Python (3.9, 3.10) and PyTorch (≥2.1.0), it ensures reliability and efficiency at scale.

SECURE DATA INGEST FOR OCR
Accelerate AI Insights from Proprietary Enterprise Data
Overcome sensitive data restrictions, and safely use your data to take advantage of Generative AI, Large Language Models and AI SaaS solutions.
Reduce Friction in Enterprise Data Access for GenAI
Protect your sensitive data at LLM inference endpoints with stochastic transformations that preserve utility for target models while remaining unintelligible to humans and other AI systems.

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.

Securely Build Open LLMs with Protopia AI Stained Glass Transform, accelerated by NVIDIA DGX Cloud
In this blog, we demonstrate how Protopia AI maximizes the protection of sensitive data when working with popular open-source models on NVIDIA DGX Cloud. We provide a step-by-step exploration of the technology and its implementations, along with performance benchmarks.

The Executive’s Guide to Secure Data & Impactful AI | Part 2
Welcome back to our three-part series designed by and for leaders in data, information technology, and AI. In the first installment, we tackled the critical issue of overcoming barriers to data accessibility, exploring strategies to unlock the full potential of your data assets while ensuring compliance and security.

The Executive’s Guide to Secure Data & Impactful AI | Part 3
This article, the final installment of our three-part series on secure data and impactful AI, outlines key principles and considerations to help you architect data systems and flows for secure and impactful AI.