Plenox Fixture for enterprise computer vision and industrial edge AI

Turn any camera feed into real-time operational intelligence

Plenox Fixture locks your existing CCTV infrastructure into a repeatable, trusted edge computer vision system for automated quality control, safety compliance, and workforce analytics. It runs entirely on-premise, with sub-50 millisecond latency.

Open the live console
Inference latency
< 50 ms
Data residency
On-premise
Camera lock-in
None

What runs on the edge

Three capability layers, deployed on hardware isolated inside your own network.

01

Automated Visual Inspection (AVI)

Technical capabilities
  • High-speed inline stitch and seam defect detection
  • Label and seal verification
  • Packaging line inspection via 4K global-shutter optics
Business impact

Catches 95%+ of assembly defects at the source, cutting scrap and buyer penalty chargebacks.

02

Privacy-Compliant Behavioral Analytics

Technical capabilities
  • Real-time posture detection
  • PPE and safety compliance monitoring
  • Fall and hazard alerts
  • Anonymized workforce workflow analysis
Business impact

Meets labor standards, OSHA, and GDPR and local privacy rules through local, frame-level blur filters.

03

Edge-First "Zero-Cloud" Runtime

Technical capabilities
  • On-prem inference on NVIDIA Jetson and L40S hardware
  • Processes video inside your local VLAN
  • Raw footage never reaches a cloud API
Business impact

Sub-50ms latency, no bandwidth bottlenecks, and complete corporate data privacy.

Edge server Local VLAN < 50ms Manager dashboard

Vision scenarios by industry

Select a sector to see the scenarios we build most often and the metrics they move.

Garment & textile manufacturing

  • Inline sewing and stitch defect detection
  • Cutting alignment verification
  • Fabric defect identification
  • Worker ergonomic posture tracking
Defect escape rate Rework labor hours Line cycle time

What a garment plant sees in year one

Drag the line count to scale the case study below. Payback period and three-year ROI hold steady with plant size. Illustrative modeled example, not a specific customer's audited results.

ROI case: 20-line garment manufacturing plant
4 40
20
Annual plant output 6,000,000 units / year
Year-1 system outlay $192,900 USD, total installed
Net annual benefit +$523,100 vs. year-1 outlay
Payback period 3.2 months from go-live
Three-year ROI 780% cumulative

How we install this without stopping your line

Four steps from first walkthrough to a live dashboard, with no window of downtime.

  1. 1

    On-site optical & network audit

    We inspect your existing camera layout, lighting conditions, and PoE network bandwidth.

  2. 2

    Custom edge model tuning

    Models are trained on your own defect samples and hard-coded with the privacy blur filters your compliance team signs off on.

  3. 3

    Edge server deployment

    Plug-and-play install of local NVIDIA Jetson or rack servers, isolated on dedicated camera VLANs.

  4. 4

    Continuous dashboard & alerting integration

    Operational metrics and alerts stream straight to your factory-floor displays and manager dashboards.

See what your existing cameras are missing.

Connect with our senior computer vision engineers. We will review your floor plans, audit your existing camera feeds, and return a tailored ROI and hardware sizing proposal.

No sales middleman. Direct collaboration with Plenox lead vision engineers.