Private AI Built on Secure Hardware

At Tinfoil we built a platform around NVIDIA confidential computing GPUs and trusted execution environments to deliver state-of-the-art privacy to AI inference and training. Tinfoil delivers blazing fast inference and frontier security guarantees. The security-critical infrastructure is open-source, fully auditable, and cryptographically verifiable.

Source code for transparency

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Code digests for auditability

Sigstore
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Hardware-Enforced Privacy & Transparency

Tinfoil offers verifiable privacy and integrity guarantees through secure hardware enclaves, cryptographic runtime attestation, and transparency logs for supply-chain security. Your data always stays private and inaccessible to anyone other than you.

NVIDIA(H100, H200, B200)

Fast Multi-GPU Inference and Training

Tinfoil is the only platform on the market to offer multi-GPU confidential computing support. Tinfoil uses NVIDIA Hopper and Blackwell GPUs running in confidential computing mode, enabling private AI workloads with near-identical performance to non-private compute.

Secure Hardware Powering Tinfoil

Confidential Computing

Tinfoil leverages confidential computing to create secure enclaves that isolate AI workloads from the host system, the cloud provider, and even Tinfoil itself. Data is encrypted in memory and only decrypted inside the enclave, ensuring that no one can access your data while it is being processed.

Our platform is open-source and combines confidential computing primitives from industry leaders to deliver hardware-enforced privacy with client-side verification tools that make everything automatically verifiable.

Traditional AI vs. Tinfoil AI

See the difference between trusting AI providers with your data and having verifiably private AI using secure hardware enclaves.

Traditional AI Inference

Pinky-Promise Security

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 even train on your data
  • Your only protection is legal agreements (DPAs)

Tinfoil AI Inference

Verifiable Hardware-Backed Privacy

With Tinfoil:

  • Your data is encrypted directly to the GPU running the AI model
  • Models run inside trusted execution environments (TEEs)
  • 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

Read Our Technical Blog Posts

Explore our blog posts to dive deeper into Tinfoil's technology, architecture, and how we compare to other platforms.

How Tinfoil Proves Exactly What Model Is Running

How Tinfoil Proves Exactly What Model Is Running

How we cryptographically guarantee that we are serving specific, untampered model weights that clients can verify on each request.

Sharing Conversations Without Sharing With Tinfoil

Sharing Conversations Without Sharing With Tinfoil

How we built shareable conversation links while preserving conversation privacy.

How We Implemented Private AI Web Search

How We Implemented Private AI Web Search

A look into our system design, threat model, and evaluation for private web search—architected so that even Tinfoil cannot see your search queries.

Got Privacy?

Got Privacy?

An in-depth comparison of AI privacy solutions that explains why secure enclaves offer the best balance of privacy and performance for AI applications today.

What About Side-Channels?

What About Side-Channels?

A deep dive into side channel attacks, why they matter for AI security, and how Tinfoil provides defenses against these sophisticated threats.

Oblivious Is Not Always Private

Oblivious Is Not Always Private

Learn how Tinfoil compares to Oblivious HTTP (OHTTP) and what the right solution is for AI applications requiring data privacy.

Shrinking the Complexity Risks in AI Cloud Deployments

Shrinking the Complexity Risks in AI Cloud Deployments

Learn how Tinfoil reduces complexity to provide better transparency and security.

How Does Tinfoil Compare to Apple Private Cloud Compute?

How Does Tinfoil Compare to Apple Private Cloud Compute?

Learn how Tinfoil compares to other confidential computing platforms in terms of security and usability.

Publish, Audit, Attest: How Tinfoil Builds Trust

Publish, Audit, Attest: How Tinfoil Builds Trust

Learn how Tinfoil builds trust through code transparency, automated builds, transparency logs, and automated code attestation.

Tinfoil Enclaves: A Technical Overview

Tinfoil Enclaves: A Technical Overview

Learn how Tinfoil provide confidential computing with hardware-level isolation, integrity verification, and code transparency.

End-to-End Privacy with Secure Enclaves

This data-flow diagram illustrates how Tinfoil protects your data at every step of the AI inference or training process. From encrypted data transmission to secure GPU-powered processing inside hardware-protected enclaves, your data remains private and inaccessible, even to Tinfoil. View detailed architecture →

Why Tinfoil?

Get the benefits of cloud AI with the security guarantees of on-premise infrastructure, backed by cryptographically-verifiable hardware.

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.

Elevated 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.

Compliance Ready

Meet stringent data privacy regulations with hardware-enforced security. Perfect for industries with strict compliance requirements like healthcare, finance, and government.

Tinfoil Chat

Chat with powerful AI models while keeping your conversations private.

Access Chat

Tinfoil API

Build AI apps that keep all data private. OpenAI-compatible, fully private.

Get an API key

Tinfoil Containers

Deploy your own AI models and workloads with verifiable privacy guarantees.

Contact us