AI Inspection for Smarter Manufacturing
Apexera Card enables real-time visual inspection for high-speed production lines, helping identify defects early with a streamlined edge AI architecture.
AI Frame Grabber
Edge AI hardware built for fleet deployment.
4 PoE+ GigE Vision inputs with on-board dual NPUs for real-time AI inference. No cloud. No camera replacement. No external GPU. On-card AI inference. Lower latency and lower system cost.
Hardware
Image acquisition and AI inference happen on the same PCIe card — no external server, no added latency from round-tripping frames off-board.

Traditional systems move every frame to an external GPU.
Apexera Card processes them on the card.
Multi-Camera Processing
Capture and process multiple industrial camera streams simultaneously on a single card.
On-Card AI Inference
Run AI models directly on the frame grabber, reducing data transfers and eliminating the need for a separate GPU.
Fleet-Ready Security & OTA
Secure boot, full-disk encryption, and A/B OTA updates—ready to integrate with your device management platform or operate standalone out of the box.
Where It Fits
Run multi-camera AI inference directly on the edge across security and industrial environments.
Apexera Card enables real-time visual inspection for high-speed production lines, helping identify defects early with a streamlined edge AI architecture.
Apexera Card delivers real-time AI inference for multi-camera surveillance, helping reduce response time and deployment complexity in security and loss prevention systems.
Why Apexera Card
Apexera Card 4PE helps reduce both upfront hardware investment and the long-term cost of deploying and operating edge AI systems.
Deploy AI using fewer components and lower hardware investment.
Reduce maintenance effort and simplify long-term system management.
Performance
End-to-end measurements on production 4PE hardware. No marketing TOPS.
ResNet-50 v1.5 — Industry CNN Baseline
Foundation Models — FP16, no quantization
Vision-language and edge-RAG pipelines on-card. No cloud round-trip.
Internal benchmark on production 4PE hardware. LoadGen v5.1, MLPerf Inference Edge methodology. CNN: INT8 w8a8. Foundation models: FP16. End-to-end measurements include PCIe, DMA, and host-side overhead. Not an MLCommons submission.
Software Ecosystem
Apexera Vision extends Apexera Card 4PE with integrated AI training, deployment, and application management.
Train deep learning models with fewer labeled samples, making new vision applications faster to develop and adapt.
Configure complete vision workflows from image input and AI analysis to application logic and results.
Deploy models and applications directly from Apexera Vision to Apexera Card 4PE for on-card inference.
Configure, deploy, and manage AI applications and 4PE devices through one integrated environment.
Reliability at Scale
Built for repeatable deployment, evolving AI workloads, and reliable long-term operation.
> Standardized hardware platform
> Consistent deployment across projects
> Repeatable system architecture
> Support multiple AI applications
> Flexible model deployment
> Adapt to changing vision requirements
> Multi-camera AI processing
> Parallel AI workloads
> High-throughput edge inference
> Designed for continuous operation
> Secure boot and full-disk encryption
> A/B updates for reliable system maintenance
Technical Specifications
Real-time, multi-camera AI vision inspection that integrates seamlessly into your system, improving detection accuracy and quality-control efficiency across industrial automation applications.
FAQs
Don’t see your question answered here? Contact us today.
An Apexera Card is a PCIe image acquisition card with integrated AI inference. It combines image capture and AI processing on a single hardware platform for real-time industrial vision and edge AI applications.
Unlike a traditional frame grabber that only captures images, an Apexera Card performs both image acquisition and AI inference on the same PCIe card, reducing system complexity and enabling real-time AI processing.
Yes. Apexera Card 4PE is designed to work with existing industrial cameras, allowing AI to be added without replacing your current imaging infrastructure.
Apexera Card 4PE supports a wide range of machine vision applications, including defect detection, OCR, barcode reading, object detection, intrusion detection, intelligent surveillance, and visual inspection.
Apexera Card 4PE supports Windows and Linux, along with industry-standard AI deployment workflows. Refer to the technical specifications for the latest framework compatibility.
Get Started
Whether you’re building a new vision system or upgrading an existing one, we’re here to help you find the right configuration.