Seamlessly bridging Edge, Cloud, and AI ecosystems, transforming spaces with edge-intelligent automation
Introduction
MetaLynx™ by Veea is a fully distributed, intelligent edge-to-cloud platform designed for AI-rich applications and real-time connected and VeeaCloud-managed solutions. It delivers secure, scalable infrastructure that brings AI and data processing to the network edge, enabling industries to operate autonomously, make real-time decisions, and protect data privacy without relying on - or as a complement to - centralized cloud resources.
MetaLynx is your personal cloud platform at the edge that delivers computing power and NVMe-based storage over a multi-access, multi-protocol, heterogeneous network, securely aligning with your specific requirements while leveraging AI acceleration tailored to your use case.
Unlike legacy edge platforms that typically have limited scalability, interoperability, security and integration capabilities compared to modern, cloud-native or decentralized edge infrastructures, MetaLynx redefines edge computing as a distributed AI-first architecture. It is purpose-built to support localized inferencing, federated learning, and multi-location data orchestration. This empowers enterprises to process data where it’s generated, make autonomous decisions in real-time, and retain full ownership and control of their data.
Distributed Edge Intelligence
Run AI applications, data processing, and automation directly at the edge for real-time insights and autonomy.
Privacy-First & Secure by Design
Federated learning, Zero Trust architecture, and containerized applications ensure data stays protected and private.
Extremely Scalable
From smart cities to precision agriculture, MetaLynx adapts to complex deployment scenarios with unmatched flexibility.
With MetaLynx, organizations can deploy complex AI workflows directly where data is generated – whether across campuses, city blocks, or global sites. The platform integrates distributed AI inferencing, federated learning, and multi-location data orchestration into a single, cohesive solution that scales effortlessly while maintaining local autonomy.
Key Innovations
MetaLynx isn’t just another edge platform - it’s a breakthrough in how applications, AI, data, and infrastructure converge at the network edge. Every feature is designed to solve real-world challenges with intelligence, privacy, and scalability in mind. From enabling AI inferencing on-site to orchestrating distributed data flows seamlessly across environments, these innovations make MetaLynx the definitive platform for smart industries of the future.
Agentic Edge AI & Federated Learning
MetaLynx enables each mesh cluster to perform AI inferencing and contribute to federated learning workflows. This decentralized model accelerates AI deployment, enhances data privacy, and allows continuous learning without exposing raw data to centralized servers.
Total Fabric Orchestration
MetaLynx creates a seamless mesh of VeeaHub units and a range of third-party devices, managing compute, connectivity, and applications as a single distributed system. Workloads, storage, and network resources are dynamically allocated across the mesh, providing unparalleled scalability and flexibility.
Privacy-First Data Management
With on-device data processing and federated learning, MetaLynx ensures data sovereignty by design. Sensitive data never leaves the local network unless explicitly required, addressing key concerns around compliance, privacy, and security.
ZeroGap AI and Digital Twins
MetaLynx integrates physical IoT systems with digital twins powered by localized AI, enabling real-time simulation, monitoring, and predictive maintenance. This drives efficiency across industries like smart manufacturing, precision agriculture, energy grids, and smart cities.
Secure Containerized Edge Applications
Applications run in Secured Docker™ containers within VeeaHub units, providing a trusted execution environment with advanced cybersecurity. MetaLynx supports integration with Azure IoT, AWS IoT Greengrass, and custom enterprise applications.
Use Cases
MetaLynx is tailored to meet the demands of diverse industry verticals. It offers real-time, context-aware intelligence at the edge—enabling ultra-low latency operations and data sovereignty.

Smart Cities
Real-time infrastructure monitoring, intelligent surveillance, and urban automation.

Retail & Hospitality
Shopper analytics, smart digital signage, venue management and AI-powered cybersecurity with multi-WAN broadband connections — all at the edge.

Healthcare
Privacy-respecting diagnostics, remote patient monitoring, and federated model training at care sites.

Transportation & Logistics
Fleet tracking, predictive maintenance for vehicles, edge-based cargo condition monitoring, and warehouse automation.

Manufacturing & Industrial Automation
Factory floor anomaly detection, worker safety monitoring, predictive equipment maintenance, and energy optimization.

Utilities & Smart Energy Grids

Construction Sites & Infrastructure Projects

Hospice & Assisted Living Facilities

Shipping Ports & Maritime Operations

Public Transportation & Rail Networks

Smart Buildings & Commercial Real Estate

Defense & Public Safety
How MetaLynx Works
Inside the architecture of distributed edge intelligence
MetaLynx leverages an innovative orchestration model that allows containerized applications, AI models, and services to be deployed and updated across distributed nodes with minimal latency or bandwidth usage.
Key capabilities:
-
Deploys autonomous AI agents at the edge using secured containers.
-
Federated learning workflows ensure data privacy by training models locally.
-
Supports a wide range of connectivity protocols: 5G, Wi-Fi, LoRa, BLE, Zigbee and Matter.
-
Self-configuring mesh networking with MetaFabric™ for dynamic resource allocation.
-
End-to-end Zero Trust security with hardware-anchored trust domains.
This architecture empowers MetaLynx to function in dynamic, real-world environments where traditional cloud-based solutions fall short.
On-Premise AI | Cloud AI | MetaLynx | |
---|---|---|---|
Data Privacy and Security |
![]() |
![]() |
![]() |
Observability |
![]() |
![]() |
![]() |
Data Locality |
![]() |
![]() |
![]() |
On-Prem Performance |
![]() |
![]() |
![]() |
AI at Machine Speed |
![]() |
![]() |
![]() |
Ingress/Egress Fees |
![]() |
![]() |
![]() |
Scalable/Burstable |
![]() |
![]() |
![]() |
Fast Hardware Refresh |
![]() |
![]() |
![]() |
Capital Intensity |
![]() |
![]() |
![]() |
Operational Complexity |
![]() |
![]() |
![]() |
Consumable-as-a-Service |
![]() |
![]() |
![]() |
Network Included |
![]() |
![]() |
![]() |
Integrated Edge Networks |
![]() |
![]() |
![]() |
Tech Stack
MetaLynx is a comprehensive stack combining hardware acceleration, secure containerization, AI-native data layers, and advanced orchestration.
Layer | Description |
---|---|
Edge Hardware Layer | VeeaHubs with AI acceleration, TPM-secured compute, and robust mesh networking |
Containerization Layer | Secured Docker containers, sandboxed microservices, multi-tenant ready |
AI & Data Layer | Federated learning, local inferencing, streaming analytics, and contextual processing |
Orchestration Layer | MetaFabric™ orchestration, app discovery, secure update management |
Connectivity Layer | 5G, LTE, Wi-Fi, LoRaWAN, Ethernet, BLE, Zigbee, Matter and legacy protocol adapters |

This architecture shows how MetaLynx connects IoT devices, edge compute, and cloud services through a secure, self-healing vMesh network. VeeaHubs manage local connectivity, processing, and applications, while VeeaCloud handles centralized management and cloud integration. Supporting Wi-Fi, LoRaWAN, Zigbee, Bluetooth, and 5G, MetaLynx simplifies complex deployments with flexible, scalable edge infrastructure.
Portable Containerized Niagara: AI-Capable Building & Enery Management
Veea is the only Honeywell Tridium partner to containerize Niagara Framework® for true edge deployment. This enables building owners to manage IoT data collection separately from IT-managed networks—bridging wired and wireless environments with flexibility across Wi-Fi, LoRaWAN, MQTT, Modbus, BACnet, and Zigbee.
With MetaLynx, Niagara installations gain:
-
Wireless meshing for brownfield/greenfield sites
-
Integrated 4G/5G backhaul options
-
Centralized management (VCC) with version control, backup/restore, and Docker orchestration
-
LoRaWAN support via Chirpstack
-
Add-on services like SecureConnect and AdEdge advertising platform for digital displays
This approach transforms traditional Niagara deployments with edge intelligence and flexible network configurations.
Partner Ecosystem
A growing ecosystem of edge AI innovators
MetaLynx is more than a product: it’s a platform for developers, integrators, and solution partners to build and scale AI-driven applications at the edge.
Through our Developer & Partner Portal, you can:
-
Access SDKs, APIs, and pre-built container templates.
-
Build multimodal, agentic AI applications for diverse industries.
-
Train and deploy federated AI models across distributed sites.
-
Discover AI agents and IoT services through the integrated marketplace.
-
Manage deployments, updates, and lifecycles across your entire edge infrastructure.
Whether you’re a developer creating specialized AI models or a partner delivering turnkey solutions, MetaLynx provides the tools, support, and flexibility to accelerate innovation.





Solution Highlight
Watch how MetaLynx can enable a smart store solution - allowing you to see everything in one pane of glass:
Start Building
The Future of Intelligent Edge Starts with MetaLynx™
MetaLynx is not a future concept—it’s a fully realized platform transforming how industries deploy AI, manage data, and automate operations at the edge. With its distributed intelligence, privacy-first architecture, and flexible orchestration, MetaLynx empowers organizations to build scalable, autonomous systems that adapt to real-world conditions in real time.
Whether you’re modernizing existing infrastructure, launching next-gen smart environments, or developing AI-driven applications, MetaLynx delivers the foundation you need to succeed—securely, scalable, and faster than ever.
Stay Up To Date
Subscribe to our newsletter
Get the latest in edge development right into your mailbox, monthly.