Federated AI Infrastructure

Orchestrate Secure, Privacy-Preserving
AI Collaboration Across Borders & Silos.

From encrypted, distributed training to verifiable deployment —
Cifer delivers one unified trust layer for secure & accountable AI governance.

Redefine AI Collaboration

No More Data Leak


Build and deploy AI across  

without exposing sensitive data, leaking models, or relying on centralized trust.

The Missing Infrastructure

for Privacy-Preserving, Trust-Centered AI Collaboration

While AI capabilities continue to advance, its infrastructure remains fragmented and ill-suited for cross-organizational and cross-sector collaboration. This structural gap forces institutions to choose between regulatory compliance and effective data sharing—particularly in privacy-sensitive domains. Centralized AI architectures exacerbate the issue by limiting input diversity and reinforcing siloed decision-making, leading to brittleness, bias, and inefficiencies.

The result is a growing trust bottleneck: increasing regulatory burden, security vulnerabilities, and reduced capacity to realize trustworthy, high-impact AI innovation.

Cifer delivers the trust layer for secure, collaborative AI

—without compromise.


Through advanced federated learning, fully homomorphic encryption, and blockchain provenance,
Cifer safeguards data throughout the pipeline — enabling encrypted learning, verifiable contributions, and decentralized control.
Federated Learning
Train AI across institutions, silos, or devices — without sharing raw data. Cifer moves models, not data, enabling decentralized training in untrusted environments with complete local control.
Fully Homomorphic Encryption
Run encrypted computation without ever decrypting. Cifer integrates FHE into real workflows, allowing zero-trust learning on sensitive inputs without compromise.
Blockchain Provenance
Log contributions, model updates, and training activity on-chain — when enabled. Cifer ensures tamper-evident audit trails and verifiable participation without relying on centralized oversight.

From Test to Production


Launch Fast with Jupyter


Spin up secure tests or demos with no setup.

Deploy on Your Infrastructure


Run Cifer on Docker, VM, or Kubernetes — full control, full power.

Cifer Workspace

Orchestrate AI Without Data Sharing

No-code interface for training, testing, and deploying federated AI — without sharing raw data or violating compliance.
No-Code Project Onboarding
Launch federated experiments in minutes. Configure rounds, nodes, and parameters — all through a secure, no-code interface.
Cross Organizations Collaboration
Empower teams to co-develop AI models across institutions — without sharing data or centralizing infrastructure.
Encrypted Computation with FHE
Compute on encrypted values without exposing raw data — even during training.
Consent-First Governance
Every update requires explicit approval. Ensure auditability, attribution, and human-in-the-loop oversight.
Cifer Workspace
Cifer Workspace
Cifer Workspace
Cifer Workspace

Cifer Workspace

Orchestrate AI Without Data Sharing

No-code interface for training, testing, and deploying federated AI — without sharing raw data or violating compliance.
No-Code Project Onboarding
Launch federated experiments in minutes. Configure rounds, nodes, and parameters — all through a secure, no-code interface.
Cifer Workspace
Cross Organizations Collaboration
Empower teams to co-develop AI models across institutions — without sharing data or centralizing infrastructure.
Cifer Workspace
Encrypted Computation with FHE
Compute on encrypted values without exposing raw data — even during training.
Cifer Workspace
Consent-First Governance
Every update requires explicit approval. Ensure auditability, attribution, and human-in-the-loop oversight.
Cifer Workspace

  Collaborate on Cifer

to develop the future of trustworthy AI

Finance
Cross-bank fraud detection
Privacy-preserving credit scoring
Secure KYC/AML collaboration
Healthcare
Cross-institution diagnostics
Federated biomedical research
Privacy-first health monitoring
Sustainable Energy & Climate Tech
Federated energy optimization
Privacy-safe climate forecasting
Cross-institutional carbon analytics
Robotics & Automation
Swam Intelligence
Secure edge intelligence
Confidential supply chain analytics
Public Sector & Smart Cities
Privacy-safe citizen analytics
Federated urban planning
Cross-agency data collaboration
Governance & Defense
Multi-agency intelligence sharing
Verifiable AI decision logs
Confidential threat detection

Built for the Real World.

Cifer works where real AI happens — securely, flexibly, and at scale.

Jupyter-native workflows for seamless onboarding
Compatible with Hugging Face, Ray, PyTorch, and TensorFlow
Supports GCP, AWS, Azure, and on-prem environments
Built-in blockchain for auditability and verifiable contribution tracking
Runs on VMs, Kubernetes, or hybrid cloud setups

Trusted by Elite Teams
Backed by Leading Accelerators

Cifer powers next-gen AI teams across industries— supported by leading accelerators, visionary researchers, and Nobel minds shaping the future.
From research labs to real-world deployments,
Cifer is the engine behind trusted, decentralized AI.
Epicenter Stockholm
Google for Startups
Stanford University

Connect with Builders
of Decentralized Intelligence

Collaborate, contribute, and stay up to date with our growing global community of AI developers and privacy pioneers.
Real-time discussions and support
Join Slack
Updates, insights, and news
Follow on X
Explore our open-source codebase
Star on GitHub
Install and build with Cifer packages instantly
Visit Cifer on PyPI