
The VEST SMTX i.MX95-A Generative AI Kit is a high-performance, advanced platform built for Edge Vision, transformer-based Generative AI, Multimodal AI, and emerging Agentic AI workloads. It combines an i.MX95 SMARC 2.2 System on Module (SoM) with a Mini-ITX carrier board and an NXP Ara240 16GB AI accelerator in the M.2 Key M form factor. This architecture brings together application processing, real-time control, graphics, video, audio, and AI acceleration in a single Edge-ready platform, enabling intelligent systems capable of perception, reasoning, and autonomous decision-making at the edge.
Core Hardware & Connectivity
- Heterogeneous Architecture: Integrates Six Arm® Cortex®-A55 application cores plus independent Cortex®-M7 and Cortex®-M33 domains for real-time and safety-oriented functions
- Graphics and Video: Arm® Mali™-G310 GPU for 3D dashboards and a VPU for H.264/H.265 simultaneous video encoding and decoding
- High-Speed Networking: Includes one 10 GbE port and two 1 GbE ports
for high-bandwidth data transmission and video streaming - Imaging Interfaces: Dual MIPI-CSI D-PHY camera interfaces with an advanced ISP capable of 500 Megapixels/s. Support up to 1x 12 MP at 30 fps, 2x 4K at 30 fps, 4x Full HD at 60 fps, 8x Full HD at 30 fps
Ara240 DNPU AI Accelerator Specifications
- AI Performance: 40 TOPS
- Form Factor: M.2 Key M 2280
- Host Interface: PCIe Gen3 x1
- Memory Interface: 16GB LPDDR4
- Power Consumption: 3W (Typical), 12W (TDP)
- Operating Temperature: -0 ~ 70°C
- OS Support: Yocto Linux
- AI Frameworks: Llama2, LLava, TensorFlow, PyTorch
A key strength of the platform is its heterogeneous AI pipeline, utilizing dual NPUs to balance real-time responsiveness and multimodal AI reasoning.
- Integrated i.MX95 NPU: A dedicated 8.0 eTOPS Neutron NPU handles low-latency, front-end tasks close to the sensor
- Smart Delegation: The i.MX95 NPU manages immediate vision processing, while the Ara240 drives the multimodal AI reasoning
- Heterogeneous Efficiency: This architecture keeps the system responsive even under heavy AI workloads
Image: Ara240 DNPU AI Accelerator
Use Case: Agentic AI for Industrial Inspection and Workflow Automation
This kit enables an Agentic Edge AI system that perceives, reasons, and acts autonomously to improve real-time inspection accuracy and operational efficiency.
- Vision Input: A MIPI-CSI camera captures live images while the i.MX95 Neutron NPU runs CNN-based models for real-time defect detection, object recognition, and quality inspection
- Contextual Reasoning: The Ara240 executes Vision-Language Models (VLMs) and an Edge LLM to interpret visual and audio inputs, correlate operational context, identify root causes, and determine the next action
- Natural Interaction: Operators interact using voice or text. ASR processes spoken commands, while the LLM generates context-aware responses delivered through Text-to-Speech (TTS)
- HMI Dashboard: The Arm Mali™-G310 GPU displays live inspection results, AI insights, and system status, while 10 GbE streams operational data to industrial management systems
- Autonomous Action: The system can automatically reject defective products, trigger maintenance alerts, optimize workflows, or adjust process parameters, enabling closed-loop operations
Image: Agentic AI Pipeline for Industrial Inspection & Workflow Automation Flowchart
Target Applications
- Smart Surveillance & Video Analytics
- Industrial Vision Inspection
- Robotics & Autonomous Systems
- Smart Retail & Interactive Kiosks
- Multimodal Edge AI Assistants
- Intelligent HMI Platforms
- AI Video Streaming Gateways
- Industrial Automation Systems
Image: Applications
By combining real-time edge processing, Multimodal AI acceleration, and high-speed connectivity in a compact embedded platform, the VEST SMTX i.MX95-A Generative AI Kit enables next-generation intelligent systems for Industrial Automation, Edge Vision, Robotics, and emerging Agentic AI workloads.
Learn more about the VEST SMTX i.MX95-A Generative AI Kit with Ara240 DNPU by visiting our products or contacting our sales team at sales@apc-vest.com.








