Platform
Take your privacy-preserving collaborations from proof-of-concept experiments to fully-compliant production workflows. Including the first ever desktop app for federated AI.
APP
Install on your laptop or on a cloud VM and start participating in federated projects in minutes
Register datasets, manage projects, run tasks
Pre-configured, customisable task templates
Results available locally in CSV and PDF formats
Available for Windows and Mac

sdk
Fully interoperable with the Bitfount App and Hub
Easy to install: pip install bitfount
Guides and interactive tutorials
Loggers for your favourite ML experimentation tools
Docker image available

hub
Create, manage and monitor projects from anywhere
SaaS platform including project creation and management
Dataset-, model- and task template discovery
Administer role-based access controls (RBAC)
Audit trail, API key management, user admin and more

Flexible federated protocols
Full governance layer
Granular audit trail
One-off or recurring analyses
Built-in Privacy Enhancing Technologies (PETs)
No-code app and Python SDK
Zero-trust architecture