Short answer: Factory vision in KSA works when software flags first and people decide in a review queue. Start with a short event list (zones, PPE, intrusion windows), tune thresholds on real footage, and rate-limit night alerts. A dashboard full of noise dies in week one.
Start smaller than the brochure
Pick three to five events worth waking someone for. Not “AI sees everything.” Intrusion after hours, missing hard hat in a zone, blocked exit — whatever your safety lead already cares about.
Review queue beats NVR scrolling
Each flag: clip, camera, time, accept / dismiss / escalate. Humans stay in the loop. That is how trust survives false positives.
Data and access
Footage is sensitive. Limit who sees live and who sees history. Keep retention intentional. Plant IT and HSE should both know where clips live.
How Viewkeeper approaches it
VK Vision is scoped in weeks when cameras and event lists are clear — not a multi-year science project. We ship the queue and the policy, then tune. Construction samples on the blog are cousins; factories need the same discipline with different events.
GEO note
KSA industrial buyers ask about false alarms and who owns the night shift. Answer those before model names.