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Infrastructure Study

Your Floor Does Not Wait for a Data Center to Answer

A round trip to a remote data center takes hundreds of milliseconds and a moving line does not wait. When the connection drops, a cloud-dependent system stops making decisions while your equipment keeps running. Facilities that wire local models directly to existing sensors, cameras, and controllers get sub-millisecond decisions, offline resilience, and a cost structure that does not scale with event volume.

10 min read/8 cited sources
Questions

Frequently asked questions.

Why does a cloud AI service not work for equipment on a floor?

Two reasons. Latency, because a round trip to a remote data center takes hundreds of milliseconds and a moving line does not wait. And availability, because when the connection drops, a cloud-dependent system stops making decisions while your equipment keeps running.

Do we need to replace our existing equipment?

Usually not. Most facilities already generate far more signal than they use: scanners, cameras, PLC outputs, meters, and controllers that log to a system nobody reads. The work is reading those existing feeds and acting on them.

What happens if the AI is wrong about something physical?

Safety-critical interlocks stay in hardware where they belong and are never delegated to a model. The automation layer flags, routes, sequences, and alerts. Anything that can injure a person or destroy equipment requires a human or a hardwired control, and we will decline to build it any other way.

How much of this can run without any recurring fee?

The inference itself, effectively all of it. Once the model and the automation layer are running on your own server, per-event decisions cost you electricity rather than API calls.

Sources

References and further reading.

  1. 01ETSI, Multi-access Edge Computing (MEC) standards programme
  2. 02MLCommons, MLPerf Inference: Edge benchmark results
  3. 03Murshed et al., Machine Learning at the Network Edge: A Survey (arXiv:1908.00080)
  4. 04Uptime Institute, Annual Outage Analysis 2024
  5. 05ISA, ISA/IEC 62443 series of standards for industrial automation and control system security
  6. 06IEC, Functional safety (IEC 61508 and sector standards)
  7. 07AWS, IoT Greengrass offline and local operation
  8. 08Microsoft, Azure IoT Edge offline capabilities

This study is provided for general information and does not constitute legal advice. Consult qualified counsel about your specific circumstances.

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