EDGE AI PLATFORMS
Our services include the design and implementation of edge AI solutions based on established hardware platforms.
Products & Services
Our services include the design and implementation of edge AI solutions directly at the point of origin of your data.
Edge AI Solutions
Efficient AI applications require hardware that operates directly at the point of data origin. We support you in bringing your algorithms to specialized platforms and preparing them optimally for use in edge environments.
Image source: Own Photograph
The illustration of the NVIDIA Jetson Nano 2GB Developer Kit is provided solely for the technical illustration of a possible target platform.
Image source: Dragos Condrea
Edge AI Platforms and Target Architectures
Our R&D services include the design and implementation of edge AI solutions on established embedded AI platforms.
As example target platforms, solutions may be developed for systems based NVIDIA Jetson Orin Family which provide high-performance embedded computing capabilities for applications in generative AI, computer vision, and robotics.
The Jetson Orin family offers a scalable architecture, high-speed interfaces, and a comprehensive software stack supporting multimodal AI inference and efficient system development. Modern high-performance processors in this class support the development of intelligent systems capable of processing and interpreting visual information from their environment in a context-aware manner.
Zentrale Merkmale solcher Plattformen
Cost-Efficient Computing
Cost-efficient embedded AI computing for advanced robotics and edge AI applications
Optimized Performance
Optimized power consumption combined with high computational performance in compact form factors
GPU-Accelerated ML
GPU-accelerated machine learning and real-time AI processing capabilities
Broad AI Support
Support for a broad range of AI workloads across multiple industrial domains
Representative Jetson Orin™ Modules
Powering next-generation AI at the edge with unmatched performance
NVIDIA® Jetson Orin Nano™
UP TO 67 TOPS
of AI performance
- ✦ Smallest Jetson form factor
- ✦ Configurable power from 7W to 25W
- ✦ Up to 142× the performance of NVIDIA Jetson Nano
- ✦ Available in 8GB and 4GB versions
GPU: 1024-core NVIDIA Ampere Architecture with 32 Tensor cores, max. 1020 MHz
CPU: 6-core Arm Cortex- A78AE v8.2 64-bit & 1.5MB L2 + 4MB L3 max. 1.7 GHz
Memory: 8/4 GB 128 /64 -bit LPDDR5 102 / 51 GB/s
Storage: External NVMe support
Camera: Up to 4 cameras (8 via virtual channels) 8 MIPI CSI-2 lanes D-PHY 2.1 (up to 20Gbps)
PCI Express: 1×4 + 3×1 (PCIe Gen3, Root Port & Endpoint)
NVIDIA® Jetson Orin NX™
UP TO 157 TOPS
of AI performance
- ✦ Smallest Jetson form factor
- ✦ Configurable power from 10W to 40W
- ✦ Up to 5× the performance of Jetson AGX Xavier™, up to 7.5X the performance of Jetson Xavier NX
- ✦ Available in 16GB and 8GB versions
GPU: 1024-core Ampere with 32 Tensor Cores max. 1173MHz
DL Accelerator: 1x NVDLA V2.0
Vision Accelerator: 1x PVA v2
CPU: 8/6 core Arm Cortex-A78AE v8.2 64-bit, 2/1,5 MB L2 + 4 MB L3, 2 GHz
Memory: 16/8 GB 128-bit LPDDR5 102,4 GB/s
Storage: External NVMe support
Camera: Up to 4 cameras (8 via virtual channels) 8 MIPI CSI-2 lanes D-PHY 2.1 (up to 20Gbps)
PCI Express: up to 1×4 + 3×1 (PCIe Gen4, Root Port & Endpoint)
NVIDIA® Jetson AGX Orin™
UP TO 275 TOPS
of AI performance
- ✦ Configurable power envelope from 15W to 60W (75W industrial vers.)
- ✦ Up to 8× the performance of Jetson AGX Xavier™
- ✦ Available in 64GB, 32GB, and Industrial versions
GPU: 2048-core Ampere with 64 Tensor Cores, max. 1,3GHz
DL Accelerator: 2x NVDLA V2.0
Vision Accelerator: 1x PVA v2
CPU: 12/8 core Arm Cortex-78AE 3/2 MB L2 + 6/4 MB L3
Memory: 64/32 GB 256-bit LPDDR5 @ 2133HMz 204,8 GB/s
Storage: 64 GB eMMC 5.1
Camera: up to 6 cameras (16 via virtual channels) 16 lane MIPI CSI-2 connector
PCI Express: up to 2×8, 1×4, 2×1 (PCIe Gen4, Root Port & Endpoint)
Representative Application Scenarios
Autonomous Systems & Vehicles
One representative application area is the development of autonomous and assisted driving systems, including in-cabin monitoring functions. These systems typically involve real-time processing of data from multiple sensor modalities such as outward-facing cameras, inboard cameras, LiDAR, and radar to support perception, sensor fusion, and the detection of indicators related to driver attention or vigilance. High-performance embedded AI platforms enable the concurrent execution of workloads including object detection, lane estimation, environment modeling, and in-cabin visual analysis under stringent latency and throughput constraints. This supports the development, integration, and evaluation of perception and decision-support functions—such as driver attention or concentration awareness—within automotive system architectures.
Industrial Automation
In industrial automation contexts, such platforms may be used to support the development of AI-enabled monitoring, inspection, and robotic systems. Typical applications include predictive maintenance, automated quality inspection, and robotic assistance in manufacturing and logistics environments. High-performance embedded AI platforms enable real-time analysis of process data and visual information to support tasks such as defect detection, process monitoring, and coordination of robotic operations under defined latency and performance constraints. This supports the implementation and evaluation of industrial automation solutions within controlled production environments.
Entertainment, Media, and Pay TV
Another representative application area is the development of media processing and interactive content systems within the entertainment and media sector. Such systems may involve real-time processing of high-resolution video and graphics data to support content creation, visualization, and immersive media applications for multi-service operators in the Pay TV industry. High-performance embedded AI platforms enable workloads including real-time video processing, rendering acceleration, virtual production workflows, and AI-assisted media analysis under defined latency and performance constraints. This supports the development and evaluation of content production tools, interactive media applications, and data-driven media services within controlled system architectures.
Robotics
In robotics contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of perception and interaction capabilities in robotic systems. Application areas range from industrial robotics in manufacturing environments to service and collaborative robots in sectors such as healthcare and hospitality.
High-performance embedded AI platforms enable the execution of computer- vision–based workloads including object detection, navigation support, gesture interpretation, and vision-based human–robot interaction. Low-latency processing characteristics support responsive system behavior and real-time interaction requirements in dynamic and unstructured environments, within defined system architectures
Smart Cities
In smart city contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of data-driven urban infrastructure systems. Typical application areas include traffic management, environmental monitoring, and the analysis of urban mobility and infrastructure usage.
High-performance embedded AI platforms enable the real-time processing of video and sensor data to support functions such as traffic flow analysis, detection of atypical patterns, and monitoring of environmental parameters. This supports the development and evaluation of smart city solutions aimed at improving operational efficiency, sustainability, and informed resource management within defined municipal system architectures.
Healthcare
In healthcare-related contexts, embedded vision platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of AI-assisted systems across a range of clinical and care-oriented applications. These can include medical image processing, vision-enabled surgical support systems, patient monitoring solutions, and assistive technologies for elderly or mobility-impaired individuals.
High-performance embedded AI platforms enable the real-time processing and analysis of visual and sensor data to support tasks such as image interpretation, workflow assistance, and the monitoring of physiological indicators under defined latency and performance constraints. This supports the development and evaluation of healthcare technologies intended to augment clinical workflows and care processes, clinical workflows and care processes, subject to applicable validation and regulatory requirements.
Retail & Hospitality
In retail and hospitality contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of vision-based analytics and automation solutions aimed at improving operational processes. In retail environments, such systems can support functions such as inventory monitoring, shelf-status analysis, and the evaluation of in-store activity patterns for operational insights.
In hospitality settings, embedded AI platforms enable the development of service and assistance systems, including vision-enabled service robots for logistical or support tasks, as well as visual monitoring solutions for facility operations. These applications support workflow efficiency and service quality within defined system architectures, subject to applicable data protection, validation, and regulatory requirements.
Agriculture
In agricultural contexts, embedded vision platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of data-driven monitoring and analysis systems for farming operations. Typical application areas include crop and field condition monitoring, detection of plant stress or anomalies, yield estimation, and vision-assisted support for agricultural machinery.
Security and Surveillance
In security-related contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of video analytics and situational awareness systems. Such systems can involve the real-time processing of high-resolution video streams to enable functions such as object and event detection, scene analysis, and the identification of atypical patterns within monitored environments.
Environmental Monitoring
In environmental monitoring contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of data acquisition and analysis systems operating in remote or challenging environments. These systems can integrate data from distributed sensors and camera networks to enable the observation and assessment of environmental conditions.
Public Transportation
In public transportation contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of data-driven monitoring and analytics systems for transport operations. Typical application areas include vision-assisted ticketing processes, passenger flow analysis, and the monitoring of infrastructure and vehicle conditions.
Education
In educational contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of digital learning and campus operations systems. Application areas can include smart classroom technologies, interactive learning tools, and vision-based analytics to support teaching and administrative workflows
Sports Analytics
In sports analytics and broadcasting contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of real-time analysis and visualization systems for sporting events. Application areas can include vision-based player tracking, game situation analysis, and the integration of interactive visualization technologies such as augmented and virtual reality for broadcast and media production.
Financial Service
In financial services contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of security monitoring and risk analysis systems. Typical application areas include video-based situational monitoring, analysis of operational patterns, and the correlation of visual and transactional data to support fraud detection and anomaly analysis.
Wildlife Conservation
In wildlife conservation contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of monitoring and analysis systems for ecological research and species protection initiatives. Application areas can include the analysis of visual data from camera traps and aerial platforms, observation of animal movement patterns, and habitat monitoring in remote or protected environments.
Gaming
In gaming and virtual reality (VR) contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of immersive visualization and interactive simulation systems. Application areas can include VR headsets, real-time simulation environments, and interactive gaming platforms that incorporate AI-assisted behaviors and dynamic scene generation.
Energy and Utilities
In energy and utilities contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of monitoring, analysis, and asset management systems for critical infrastructure. Application areas can include grid and network monitoring, support for renewable energy systems, and visual inspection of assets such as pipelines or transmission infrastructure using aerial or mobile platforms.
Insurance & Risk Management
In insurance contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of data-driven analysis and assessment systems for insurance operations. Typical application areas include vision- based damage documentation, property inspection using aerial or mobile platforms, and the analysis of visual data to support claims handling and risk evaluation workflows.
R&D
In research and development (R&D) contexts, platforms such as the NVIDIA Jetson AGX Orin may be used to support the development of data-intensive analysis, simulation, and experimental systems across a range of disciplines. Application areas can include scientific data analysis, pharmaceutical research workflows, and robotics or automation research environments.
Summary
AI platforms such as the NVIDIA® Jetson Orin™ family—including the AGX, NX, and Nano modules—play an important role in the advancement of embedded vision solutions across a wide range of industries. By combining high-performance GPU architectures with dedicated AI acceleration, such platforms support the implementation of complex visual processing and AI workloads at the edge.
As industries increasingly adopt intelligent, connected, and data-driven systems, embedded AI platforms in this class provide a robust foundation for the development, integration, and evaluation of advanced embedded vision applications within diverse system architectures.
Disclaimer
The reference to specific hardware or software platforms is provided solely for the technical illustration of potential target systems. It does not constitute certification, recommendation, or endorsement by the respective manufacturer. The selection and use of target platforms are project-specific and subject to applicable regulatory requirements.
Technical Expertise
ML & IoT Integration
Especially in the area of the NVIDIA Jetson Nano 2GB Developer Kit, we offer comprehensive support for the integration of machine learning models into existing IoT infrastructures.
Prototyping & Optimization
The hardware serves as a reliable basis for prototyping and small-scale industrial production. We optimize the software stacks so that your solution can be operated in a high-performance, stable, and maintainable manner.
Technical Reference Note
This hardware is mentioned solely as a technical reference within our project-based solution development. It does not constitute an offer to sell or a statement about a manufacturer relationship, partnership, or certification.
Ready for your Project?
We would be happy to discuss your project and work with you to determine how we can support you in its implementation.
