What Changes
- ◆Network load drops in proportion to scene stability rather than camera count.
- ◆GPU inference capacity is spent on anomalies rather than on confirmation of normal operation.
- ◆Safety-zone monitoring gains latency headroom, because detection happens at the edge.
- ◆Existing cameras stay in place; there is no line-down migration window.
Why It Fits
Factory automation environments have high camera density, mature IT infrastructure, and a clear ROI case built on cost reduction. These are the conditions under which a software-only retrofit delivers measurable return fastest.
