Distributed AI Infrastructure

One AI Network.
Every Location.

Connect your AI infrastructure across sites, regions, and facilities. Embrava AI Mesh creates a unified, resilient AI fabric that scales with your organization.

Unified
Single Management Plane
Resilient
No Single Point of Failure
Local
Data Stays On-Premise
HQ East West DC1 DC2 Remote AI MESH

The Centralized AI Problem

The traditional approach—concentrating AI in central data centers or cloud providers—is hitting hard limits.

🏗️

Data Center Scarcity

AI demand has outpaced supply. Data center space is constrained, lead times are measured in years, and GPU allocation is a constant battle.

Power Economics

Centralized AI clusters consume megawatts. Power costs are rising. Utilities are pushing back. Some regions simply can't deliver the electricity.

🚫

Trust Boundary Breach

Cloud LLMs train on your data. Your queries, documents, and conversations flow outside your control. For regulated industries, this is a non-starter.

The answer isn't bigger data centers. It's distributed intelligence—AI that runs where your people and data already are.

Introducing AI Mesh Architecture

A distributed AI fabric that connects every location while keeping data local. Think of it as a private AI network that spans your entire organization.

How It Works

1

Deploy Edge Nodes

Place AI Edge units at each location. Each node runs locally, processes locally, stores locally.

2

Connect the Mesh

Secure mesh networking links all nodes. Management, policies, and updates flow seamlessly across the fabric.

3

Manage Centrally

Single dashboard for all nodes. One place to manage users, monitor usage, deploy updates, enforce policies.

4

Scale Infinitely

Add new locations in hours. Each node joins the mesh automatically, inherits policies, ready for users.

Key Principles

Data Sovereignty

User data never leaves its origin node. Processing happens locally. Only metadata and management commands traverse the mesh.

Zero Trust Security

Every node authenticates to the mesh. End-to-end encryption. No implicit trust between locations. Defense in depth at every layer.

Autonomous Operation

Each node operates independently if disconnected. No central dependency. The mesh is resilient—lose a node, the network continues.

Unified Experience

Users see the same interface everywhere. Same capabilities, same policies. Consistent AI experience across the organization.

Flexible Topology Options

Design the mesh architecture that fits your organization's structure and requirements.

HQ

Hub & Spoke

Central management node connects to all branch locations. Ideal for organizations with strong central IT.

Best for: Retail, Banking, Healthcare Systems

Full Mesh

Every node connects to every other node. Maximum resilience and redundancy. No single point of failure.

Best for: Critical Infrastructure, Government
Global Region Region

Hierarchical

Tiered structure with regional hubs aggregating local nodes. Matches organizational hierarchy.

Best for: Multi-National, Large Enterprises

One Dashboard.
Complete Visibility.

The AI Mesh Control Plane gives you a unified view of your entire AI infrastructure. Monitor, manage, and optimize from anywhere.

Real-time Metrics
User Management
Update Orchestration
Policy Enforcement
AI Mesh Control Plane
Active Nodes
24/24
Users Today
1,847
Queries
42.3K
Node Status
NYC ● Online
LAX ● Online
CHI ● Online
DEN ● Updating
MIA ● Online

Built for Distributed Organizations

Healthcare Systems

HIPAA compliance at every hospital. Patient data never leaves the facility. Central IT manages AI policies across the entire network. Unified clinical AI capabilities system-wide.

Financial Services

Data sovereignty across jurisdictions. Each branch processes locally while compliance policies propagate globally. Audit trails unified across all locations.

Manufacturing

AI capabilities at every plant. Process locally even when connectivity is limited. Central oversight of usage and policies. Scale AI to new facilities in days.

Government & Public Sector

Classified data stays in secure facilities. Air-gapped operation supported. FedRAMP-aligned architecture. Unified AI for distributed agencies.

Scale Without Complexity

Add locations without adding headcount.

1
Management Console
Locations Supported
4 hrs
New Site Deployment
0
Additional IT Staff Needed

Ready to Build Your AI Mesh?

Let's design a distributed AI architecture that fits your organization. Start with a conversation about your locations, requirements, and goals.