The industry standard to deploy Federated AI
Build production-ready federated AI with enterprise-grade security, scale, and support using Flower.
Widely Adopted Across Industries
Flower is the leading federated AI framework, trusted globally by thousands of projects and developers, with deployments across sectors like healthcare, finance, manufacturing, government, consumer devices and drug discovery.
Production-Grade Deployments
Flower has best-in-class support for Docker, Kubernetes, Helm, monitoring and more. This enables production-grade deployment and operation of your federated AI system.
Enterprise-Grade Authentication & Authorization
Flower supports enterprise-grade authentication using OpenID Connect (OIDC) and role-based access control (RBAC). This gives enterprises granular control over the users and roles in their system.
Any Hardware, Any Software
Flower integrates nicely with existing hardware and software solutions. Flower can run on any hardware and doesn’t lock you into buying from specific hardware vendors. It also lets your AI engineers use any AI software stack they already know and love.
Compliance Built-In
Built-in compliance features like structured audit logs capture user, application and system events. With this, Flower supports comprehensive monitoring and has everything required to build fully compliant federated AI systems.
Widely Adopted Across Industries
Flower is the leading federated AI framework, trusted globally by thousands of projects and developers, with deployments across sectors like healthcare, finance, manufacturing, government, consumer devices and drug discovery.

Production-Grade Deployments
Flower has best-in-class support for Docker, Kubernetes, Helm, monitoring and more. This enables production-grade deployment and operation of your federated AI system.

Enterprise-Grade Authentication & Authorization
Flower supports enterprise-grade authentication using OpenID Connect (OIDC) and role-based access control (RBAC). This gives enterprises granular control over the users and roles in their system.

Any Hardware, Any Software
Flower integrates nicely with existing hardware and software solutions. Flower can run on any hardware and doesn’t lock you into buying from specific hardware vendors. It also lets your AI engineers use any AI software stack they already know and love.

Compliance Built-In
Built-in compliance features like structured audit logs capture user, application and system events. With this, Flower supports comprehensive monitoring and has everything required to build fully compliant federated AI systems.

Flower in the Industry
Explore how Flower empowers developers to build innovative federated AI solutions at scale and across industries.

ISO/IEC 27001 Certified
Flower Labs is certified with ISO/IEC 27001, the globally recognized standard for information security management, signalling our emphasis on protecting our solutions and user trust.
Work with Flower Labs
Work with us to accelerate your project.

Professional Services
- Strategic consulting
- Hands-on workshops
- Custom integrations
- Tailored solution designs
- End-to-end project delivery

Enterprise Support Packages
- Guaranteed response time
- On-demand video call support
- Monthly architecture reviews
- Early access to beta features
- Priority bug fixes and feature requests

Flower Pilot Program
- Extremely selective
- Highly-personalised
- Shape the roadmap of Flower
- Get early insights
- Directly work with the maintainers