Tinfoil ⋅ Confidential AI

The Growing Security Risks Associated with AI

$4.9M

Average cost of a data breach in 2024 and growing. This is 10% higher than 2023 and the highest total cost in history.

Source: IBM Data Breach Report

64%

Percentage of organization that have trouble tracking what data feeds their AI systems.

Source: BusinessWire Study

#1 blocker

Data privacy is the top blocker preventing enterprises from adopting AI.

Source: Bedrock Security Report Source: Searce State of AI

48%

Percentage of organizations that feed private company data into AI systems. 4% of employees paste sensitive data into AI systems on a weekly basis.

Source: LayerX Security Report Source: Cisco Privacy Benchmark Study

Confidential AI with Tinfoil

Private Cloud Infrastructure

Tinfoil runs your AI workloads in secure enclaves, ensuring your data never leaves the secure environment. Say goodbye to managing on-prem deployments; use cloud-native tools to deploy and scale your AI workloads without compromising on privacy and security.

Enterprise Data Security

Safeguard against data leaks by ensuring proprietary information and sensitive data stays encrypted in transit and in use. Defend against hackers and other malicious actors targeting your organization's intellectual property.

Simple Integration

Tinfoil is a drop-in replacement using OpenAI's API standard, so you can integrate private AI into your workflows and applications with minimal changes to your codebase.

- from openai import OpenAI
+ from tinfoil import TinfoilAI

Confidential AI Infrastructure

Tinfoil uses cutting-edge secure enclaves and NVIDIA GPUs with confidential computing mode to deliver end-to-end privacy. You can run state-of-the-art AI inference and deploy custom AI workloads with strong privacy and security guarantees.

Our platform is open-source and built on top of the latest confidential computing architectures, so you can verify all our security claims for yourself.

View our code

Traditional AI Inference: Pinky-Promise Security

Providers access, analyze, and train on your data. Hackers and data breaches leave you vulnerable.

With traditional AI providers:

Your data is only encrypted in transit but not in use
Providers decrypt your data before processing it with AI models
Providers can access, analyze, and potentially train on your data
Your only protection is legal agreements (DPAs)
This creates what we call "pinky-promise security"

Tinfoil AI Inference: Verifiable Security

Tinfoil cannot access your data

With Tinfoil's secure approach:

Your data is encrypted directly to the GPU running the AI model
Models run inside secure enclave environments
Each model runs in a dedicated confidential computing GPU
Your data cannot be accessed or shared with third parties
These security guarantees are cryptographically verifiable

Secure Hardware Powering Tinfoil

NVIDIA's Confidential Computing Mode

Until recently, secure enclaves (like those on your phone to protect your biometrics) were restricted to CPU-only workloads and not powerful enough to run full-scale AI models.

With NVIDIA's recent release of confidential computing mode on their Blackwell and Hopper GPUs, it is now possible to couple secure enclaves with powerful GPUs to run full-scale AI models with the guarantees of traditional secure enclaves.

Learn about GPU confidential computing