The Edge AI

orchestration

framework

Run complete AI pipelines directly on embedded hardware, from

input to output, with no mandatory dependency on the cloud.

What is MuseBox

A high-performance programmable gateway for real-time Edge AI.

MuseBox is a firmware and software framework built as a high-performance gateway for Edge AI and real-time processing. It provides the runtime and orchestration layer needed to run complete AI pipelines on embedded platforms, locally, at the edge.

Where MuseBox Fits

The ecosystem

Data Sources

Sensors, cameras, imaging systems, industrial systems, and live signals feeding the pipeline.

Embedded Systems

Local hardware for high-performance processing and real-time inference at the edge.

Cloud Infrastructure

Optional connectivity for hybrid workflows, telemetry, and remote management.

Hardware Targets

Architectures

  • x86 / arm32 / aarch64
  • SoC / MPSoC / MLSoC
  • ACAP / AI ASIC
  • GPU / iGPU

Enclustra SOM

  • Pluto XZU20
  • Mercury+ XU* / MP1
  • Lynx SAI50 MLSoC
  • Andromeda Versal
  • Andromeda X* RFSoC
  • Mercury Z* / Mars XU*

Engineered for absolute performance

Core Capabilities

Real-time Edge AI

Low-latency local processing for embedded applications that need fast, reliable output.

On-the-fly processing

Streaming data processing without high-latency batch workflows. Continuous insights at the source.

Full AI Orchestration

End-to-end management of data acquisition, preprocessing, inference, and scheduling.

Deep Integration

Full compatibility with industrial sensors, cameras, actuators, and hardware accelerators.

Protocol Support

Native integration with enterprise and robotics protocols including ROS, MQTT, and ZMQ.

Cloud-ready

Optional connectivity with AWS and Azure when the project calls for hybrid edge-to-cloud logic.

Where MuseBox Works

Designed to sit between data sources and actuators,
MuseBox scales across diverse mission-critical industries.

Smart City

Distributed analysis from cameras and sensors for traffic, events and infrastructure monitoring.

MuseBox runs the analysis locally, on the embedded hardware near the source, and orchestrates the full pipeline from acquisition to result. The city acts on insights and not on raw streams.

  • Traffic analysis and flow monitoring
  • Event detection in public spaces
  • Infrastructure monitoring
  • Distributed camera and sensor intelligence
  • Reduction of cloud traffic and bandwidth cost

Medical & Ultrasound

Embedded pipelines for medical imaging and signal analysis, with AI-assisted output directly on the device.

MuseBox orchestrates embedded pipelines for imaging and medical signals, from data acquisition to AI-assisted analysis and immediate output on the device.
It helps medical and imaging teams integrate AI into device-side workflows without building the full processing and orchestration layer from scratch.

  • Data acquisition from imaging and signal sources
  • AI-assisted analysis at the point of care
  • Immediate output on the device
  • Medical signal processing
  • Ultrasound and imaging workflow support

Industrial Inspection

Machine vision, anomaly detection, quality control and process monitoring in real time.

MuseBox runs the full inspection pipeline at the edge, on embedded systems close to the production line.
It orchestrates acquisition, preprocessing, inference, post-processing and output, so detection and decisions happen where the product is.

  • Machine vision
  • Anomaly detection
  • Quality control
  • Process monitoring
  • Real-time inspection workflows

Defence

Real-time processing of sensor and video streams for situational awareness and fast decision support in disconnected environments.

MuseBox processes sensor and video streams in real time, locally, and orchestrates the pipeline that turns raw signals into situational awareness.

  • Situational awareness
  • Local analysis with no mandatory cloud dependency
  • Event detection
  • Real-time video and sensor stream processing
  • Fast decision support

Robotics

Live sensor input, low latency and multi-model coordination for robotic systems with native ROS integration.

MuseBox supports robotic systems with live sensor input and low latency processing, and coordinates several AI models at once inside the same framework.

  • Live sensor input
  • Low latency processing
  • Multi model coordination
  • Integration with robotics environments

Build your Edge AI application on a framework, not from scratch.

MuseBox orchestrates the full data, AI, and output flow in real time. Deploy faster across defense, medical, smart city, industrial, and robotics.