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What is Protopia AI?

Protopia AI’s Stained Glass Transform (SGT) provides a groundbreaking approach to protecting sensitive enterprise data used in AI workloads, ensuring data privacy throughout the AI inference and training lifecycle. The platform allows enterprises to overcome data silos by securely transmitting and processing data across heterogeneous environments without ever exposing sensitive information. SGT supports multiple deployment models, including on-premises, hybrid, and multi-tenant clouds, and optimizes GPU utilization to run AI workloads with exceptional speed and efficiency. Its performance advantage is striking, running up to 14,000 times faster than traditional cryptographic solutions, adding only a few milliseconds to inference times. SGT is specifically tailored for sectors with rigorous data security demands like financial services, defense, healthcare, and any regulated industry. Protopia integrates with major cloud marketplaces like AWS and partners with technology providers such as Lambda and vLLM to deliver enhanced data privacy, prompt embedding protection, and roundtrip data security. These partnerships enable enterprises to use AI confidently on sensitive data without risking exposure or compromising on latency and return on investment. The solution also features holistic data transformation techniques that protect input prompts for applications including question answering, summarization, and retrieval-augmented generation (RAG). Real-world customers like the US Navy and Q2 E-Banking highlight the platform’s ability to accelerate AI deployments while maintaining stringent privacy standards. Overall, Protopia SGT represents a powerful and versatile solution helping organizations scale secure AI innovation without trade-offs.

What is Oumi?

Oumi is a completely open-source platform designed to improve the entire lifecycle of foundation models, covering aspects from data preparation and training through to evaluation and deployment. It supports the training and fine-tuning of models with parameter sizes spanning from 10 million to an astounding 405 billion, employing advanced techniques such as SFT, LoRA, QLoRA, and DPO. Oumi accommodates both text-based and multimodal models, and is compatible with a variety of architectures, including Llama, DeepSeek, Qwen, and Phi. The platform also offers tools for data synthesis and curation, enabling users to effectively create and manage their training datasets. Furthermore, Oumi integrates smoothly with prominent inference engines like vLLM and SGLang, optimizing the model serving process. It includes comprehensive evaluation tools that assess model performance against standard benchmarks, ensuring accuracy in measurement. Designed with flexibility in mind, Oumi can function across a range of environments, from personal laptops to robust cloud platforms such as AWS, Azure, GCP, and Lambda, making it a highly adaptable option for developers. This versatility not only broadens its usability across various settings but also enhances the platform's attractiveness for a wide array of use cases, appealing to a diverse group of users in the field.

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Integrations Supported

AWS Lambda
Amazon Web Services (AWS)
DeepSeek
Google Cloud Platform
Llama
Microsoft Azure
Phi-2
Qwen

Integrations Supported

AWS Lambda
Amazon Web Services (AWS)
DeepSeek
Google Cloud Platform
Llama
Microsoft Azure
Phi-2
Qwen

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Free
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Protopia AI

Date Founded

2020

Company Location

United States

Company Website

protopia.ai/

Company Facts

Organization Name

Oumi

Date Founded

2024

Company Location

United States

Company Website

oumi.ai/

Categories and Features

Data Security

Alerts / Notifications
Antivirus/Malware Detection
At-Risk Analysis
Audits
Data Center Security
Data Classification
Data Discovery
Data Loss Prevention
Data Masking
Data-Centric Security
Database Security
Encryption
Identity / Access Management
Logging / Reporting
Mobile Data Security
Monitor Abnormalities
Policy Management
Secure Data Transport
Sensitive Data Compliance

Categories and Features

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