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Private compute & AI

Lit Protocol vs Tinfoil

Verify the runtime. Govern what it can do.

Private inference needs protection from the host. Applications that also use credentials, tools, or wallets need a clear authority model for those actions.

By Lit Protocol · Reviewed September 16, 2026

Scope: Lit’s on-chain approval method for confidential containers, Tinfoil hosted inference, and Tinfoil Containers. Contact Lit to plan training or inference.

Operator authority

Three questions about operator authority.

Operator authority: Lit confidential containers compared with Tinfoil
ControlLit · On-chain approvalsTinfoil
Who can change the permissions?Approvers designated by the deployment’s on-chain governance authorize changes to container code or network policy. Each change creates a new measured release.[1][2]Tinfoil controls the hosted inference application. With Containers, customers define their application’s permissions through its code and configuration. Review who can publish changes to that configuration.[5][3]
Who can approve replacement code?The approvers authorized by the governance contracts can approve runtime releases. The key-management system checks on-chain approval and hardware attestation before releasing keys. Deploying new code is not enough.[2][6]Tinfoil publishes the hosted inference releases; Container customers publish their application configuration. The SDK checks the running software against published build evidence. Review who can approve changes to both the application and its underlying runtime.[5][3]
Who can stop access?The runtime host can stop execution. Key release also depends on the key-management service. On-chain approval does not guarantee continued service or recovery.[1][2]Hosted inference and Containers depend on Tinfoil’s running service. Verification can identify the software serving a request; it cannot require the provider to keep serving requests. Evaluate data persistence and recovery separately.[5][3]

Who can change the permissions?

Lit · On-chain approvals
Approvers designated by the deployment’s on-chain governance authorize changes to container code or network policy. Each change creates a new measured release.[1][2]
Tinfoil
Tinfoil controls the hosted inference application. With Containers, customers define their application’s permissions through its code and configuration. Review who can publish changes to that configuration.[5][3]

Who can approve replacement code?

Lit · On-chain approvals
The approvers authorized by the governance contracts can approve runtime releases. The key-management system checks on-chain approval and hardware attestation before releasing keys. Deploying new code is not enough.[2][6]
Tinfoil
Tinfoil publishes the hosted inference releases; Container customers publish their application configuration. The SDK checks the running software against published build evidence. Review who can approve changes to both the application and its underlying runtime.[5][3]

Who can stop access?

Lit · On-chain approvals
The runtime host can stop execution. Key release also depends on the key-management service. On-chain approval does not guarantee continued service or recovery.[1][2]
Tinfoil
Hosted inference and Containers depend on Tinfoil’s running service. Verification can identify the software serving a request; it cannot require the provider to keep serving requests. Evaluate data persistence and recovery separately.[5][3]

The Lit advantage

On-chain rules govern runtime key access

Lit requires on-chain approval for changes to container code and network policy. The attested runtime must match an approved release before receiving its keys.[1][2]

How confidential AI works

What control means in practice

For AI, assess control over data, credentials, releases, and outputs separately. Tinfoil offers a direct private-inference product. Lit uses on-chain approval to authorize container releases and their network policies. The team confirms model support, hardware capacity, and what you can verify for each deployment.[5][1]

Shared protections

Both provide software verification and hardware isolation. Tinfoil’s SDK checks attested software against published build evidence and encrypts requests to the enclave.[3][4]

Sources and review scope

These comparisons use published documentation and the source code linked below. We have not audited or tested the providers’ live systems. Configurations vary, and source code alone does not establish who currently owns a deployed contract or how it is configured.

  1. Lit: Confidential AI containers and egress controls
  2. Lit: On-Chain KMS
  3. Tinfoil: How verification works
  4. Lit: What is attestation?
  5. Tinfoil: Private containers
  6. Lit: Upgrade governance