Choose the Stoffel path that fits your team

Choose the Stoffel path that fits your team

Start in docs, discuss team access, or bring a partner workflow to Stoffel

Choose the path that fits your team before you ask for a price.

Pick the path before the price conversation

Pricing should separate builders who want docs from teams that need help mapping a product boundary.

Familiar Code Patterns

Same Flower interface you're already using—just point to our aggregator endpoint.

Local Simulation

Test your aggregation logic on your machine before running multi-party.

Local Simulation

Test your aggregation logic on your machine before running multi-party.

Clear Error Messages

No cryptic protocol failures—actual debugging information when something goes wrong.

Flexible Privacy Controls

Add differential privacy and gradient clipping where you need it; skip it where you don't.

Flexible Privacy Controls

Add differential privacy and gradient clipping where you need it; skip it where you don't.

Works With Your Stack

Python 3.8+, compatible with standard ML frameworks (PyTorch, TensorFlow, etc.).

Works With Your Stack

Python 3.8+, compatible with standard ML frameworks (PyTorch, TensorFlow, etc.).

Honest About Tradeoffs

MPC adds computation time. We're upfront about performance characteristics so you can decide if the tradeoff works.

Choose your build path

Pick the path that matches how your team wants to evaluate private computation.

Pick the path that matches how your team wants to evaluate private computation.

Pick the path that matches how your team wants to evaluate private computation.

01 Start from the docs

01 Start from the docs

01 Start from the docs

Use the CLI and Rust SDK to build a first Stoffel workflow without guessing across repos.

Use the CLI and Rust SDK to build a first Stoffel workflow without guessing across repos.

Use the CLI and Rust SDK to build a first Stoffel workflow without guessing across repos.

02 Map the privacy boundary

02 Map the privacy boundary

02 Map the privacy boundary

Decide what your app should not see, what gets computed, and what your product can safely open.

Decide what your app should not see, what gets computed, and what your product can safely open.

Decide what your app should not see, what gets computed, and what your product can safely open.

03 Operate the stack when ready

03 Operate the stack when ready

03 Operate the stack when ready

Run your own MPC network with the coordinator, networking, and protocol crates when your team is ready.

Run your own MPC network with the coordinator, networking, and protocol crates when your team is ready.

Run your own MPC network with the coordinator, networking, and protocol crates when your team is ready.

© 2025 Stoffel Labs Inc. All rights reserved.

© 2025 Stoffel Labs Inc. All rights reserved.

© 2025 Stoffel Labs Inc. All rights reserved.