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ease
features
design
support

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Description

Protopia AI’s Stained Glass Transform (SGT) is a revolutionary privacy layer designed to secure sensitive enterprise data during AI model inference and training. It empowers organizations to unlock the full potential of their data by securely transmitting and processing information without exposing confidential details. SGT is highly versatile, working seamlessly across various infrastructure setups, including on-premises, hybrid clouds, and multi-tenant environments, while optimizing GPU performance for fast AI workloads. By running up to 14,000 times faster than cryptographic techniques, it minimizes inference delays to mere milliseconds, enabling real-time AI applications. The solution targets industries where data privacy is paramount, such as financial services, government defense, and regulated healthcare sectors. Protopia also partners with leading platforms like AWS, Lambda, and vLLM to enhance AI deployment and data protection capabilities. Additionally, it offers specialized features like feature-level data obfuscation and prompt protection for large language models. This combination of speed, security, and flexibility positions SGT as a critical tool for enterprises striving to adopt AI responsibly and efficiently.

Description

Tensormesh serves as an innovative caching layer designed for inference tasks involving large language models, allowing organizations to capitalize on intermediate computations, significantly minimize GPU consumption, and enhance both time-to-first-token and overall latency. By capturing and repurposing essential key-value cache states that would typically be discarded after each inference, it eliminates unnecessary computational efforts and achieves “up to 10x faster inference,” all while substantially reducing the strain on GPUs. The platform is versatile, accommodating both public cloud and on-premises deployments, and offers comprehensive observability, enterprise-level control, as well as SDKs/APIs and dashboards for seamless integration into existing inference frameworks, boasting compatibility with inference engines like vLLM right out of the box. Tensormesh prioritizes high performance at scale, enabling sub-millisecond repeated queries, and fine-tunes every aspect of inference from caching to computation, ensuring that organizations can maximize efficiency and responsiveness in their applications. In an increasingly competitive landscape, such enhancements provide a critical edge for companies aiming to leverage advanced language models effectively.

API Access

Has API

API Access

Has API

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Integrations

No details available.

Integrations

No details available.

Pricing Details

No price information available.
Free Trial
Free Version

Pricing Details

No price information available.
Free Trial
Free Version

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Deployment

Web-Based
On-Premises
iPhone App
iPad App
Android App
Windows
Mac
Linux
Chromebook

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Customer Support

Business Hours
Live Rep (24/7)
Online Support

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Types of Training

Training Docs
Webinars
Live Training (Online)
In Person

Vendor Details

Company Name

Protopia AI

Founded

2020

Country

United States

Website

protopia.ai/

Vendor Details

Company Name

Tensormesh

Founded

2025

Country

United States

Website

www.tensormesh.ai/

Product 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

Product Features

Alternatives

Alternatives

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