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Quality · VisionNxt Agent

Product Defect Detection

Surface and shape defects on the line.

Industrial
Qualityvisionnxt-agent
Product Defect Detection

How it works

Transfer-learned per product class; integrates with line stop signal.

Camera placement

Line-side, fixed framing with controlled lighting.

Alert latency

Median <3s from detection to your team via email, Slack, WhatsApp or SMS.

Sample event payload

One JSON event per detection.

{
  "id": "evt_01HX9...",
  "module": "product-defect",
  "severity": "warning",
  "ts": "2026-06-17T14:22:11.082Z",
  "site_id": "site_42",
  "camera_id": "cam_17",
  "payload": {
      "sku": "X-220",
      "defect": "scratch",
      "severity": "major"
    }
}

Related agents

Often deployed together