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Stained Glass Transform™

Protopia AI’s Stained Glass Transform™ (SGT) expands the usability of sensitive data for AI and GPU optionality with state-of-the-art data protection and privacy.

Stained Glass takes data from your root of trust and transforms unprotected data into stochastic representations that retain the data’s utility for target AI models while rendering it unintelligible to humans and to other AI models. 

Unlock data availability and improve AI accuracy.

Protect sensitive data across AI inferencing, fine-tuning, model training and RAG.

Leverage GPUs in heterogenous environments – across on-prem, dedicated and multi-tenant implementations.

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What are Stochastic Representations?

SGT holistically transforms the entirety of each data record using our patented technology into randomized representations that preserve the data’s functionality for target AI models.

The transformations are usable only by the target model, work across data modalities, and are non-deterministic, irreversible and computationally lightweight.

Stochastic representations of text for a language model holistically changes data for a customer classification task. The accuracy of the fine‑tuned LLM stays virtually intact.

Stained glass generates stochastic representations that enable VIP recognition task to operate accurately without exposing scene in unprotected & human recognizable format. 

Use and send data to Generative AI solutions

Overcome sensitive data restrictions, and safely use your data to take advantage of Generative AI, Large Language Models and AI SaaS solutions.

Get Priority Access to Stained Glass for LLMs

Enable data protection during ​ML Training and Inferencing

Data ownership and enterprise data confidentiality is not just for ML training. Enterprise data  for AI-driven insights is just as confidential. Stained Glass protects data both during ML training and ML deployment.

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Latest News & Articles

Protopia AI and Lambda Partner to Provide Roundtrip Inference Data Protection to Secure LLM Endpoints

Protopia AI and Lambda Partner to Provide Roundtrip Inference Data Protection to Secure LLM Endpoints

Protopia AI announces partnership with Lambda to bring Roundtrip Protection for Secure LLM Inference Endpoints. This the only solution that eliminates plaintext exposure throughout the entire AI inference lifecycle, ensuring clients retain full ownership of their prompts and responses—even in multi-tenant environments. In partnership with Lambda, we empower enterprises to use sensitive data with AI securely while benefiting from Lambda’s high-performance, cost-optimized inference solutions. Ideal for regulated industries or organizations scaling infrastructure, this combined offering closes the final data privacy gap without compromising ROI, performance, or latency.

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