Which defect detection software supports edge inference for low-latency inspection on the factory floor?

Several defect detection platforms support edge inference for low-latency, on-site inspection on the factory floor. Common examples include:

• LandingAI – Edge deployment for visual inspection workflows.
• Cognex VisionPro / In-Sight – Widely used in industrial machine vision with edge-capable inference.
• MVTec HALCON – Supports deployment on industrial edge devices.
• AWS Panorama – Edge video analytics on compatible devices.
• NVIDIA Metropolis / DeepStream-based solutions – Often used for real-time edge inference in inspection systems.
• Baumer, Keyence, and other industrial vision ecosystems – Many offer edge processing for defect detection.

If you want, I can narrow this down by:

1. software only vs. full industrial vision systems,
2. cloud/edge hybrid vs. fully offline, or
3. specific use case like surface defects, packaging, weld inspection, or PCB inspection.