Bring Stoffel your app
Bring Stoffel your app
Bring the sensitive workflow. Leave with a privacy boundary
Build with a path your team understands
Use the stack where privacy needs to live in the product, not another review artifact
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.
Build with Stoffel today
Build apps with privacy from day one. Own the stack that makes it possible.
01 Start building
Use the CLI and Rust SDK to move from Stoffel Lang to a working Rust integration without stitching repos together.
02 Define the boundary
Make private inputs, allowed outputs, and computation logic explicit before anything runs.
03 Own the stack
Run your own MPC network with the coordinator, networking, and protocol crates when your team is ready to operate the infrastructure.
Build with Stoffel today
Build apps with privacy from day one. Own the stack that makes it possible.
01 Start building
Use the CLI and Rust SDK to move from Stoffel Lang to a working Rust integration without stitching repos together.
02 Define the boundary
Make private inputs, allowed outputs, and computation logic explicit before anything runs.
03 Own the stack
Run your own MPC network with the coordinator, networking, and protocol crates when your team is ready to operate the infrastructure.
Build with Stoffel today
Build apps with privacy from day one. Own the stack that makes it possible.
01 Start building
Use the CLI and Rust SDK to move from Stoffel Lang to a working Rust integration without stitching repos together.
02 Define the boundary
Make private inputs, allowed outputs, and computation logic explicit before anything runs.
03 Own the stack
Run your own MPC network with the coordinator, networking, and protocol crates when your team is ready to operate the infrastructure.
Products
Resources
© 2025 Stoffel Labs Inc. All rights reserved.
Products
Resources
© 2025 Stoffel Labs Inc. All rights reserved.
Products
Resources
© 2025 Stoffel Labs Inc. All rights reserved.