Vision AI
Production Pattern

Xenith Vision

Vision models calibrated to your cameras, lighting, and defect types.

Xenith Vision is a computer vision deployment for line-side inspection, document layouts, and site monitoring where generic vision APIs fail under your cameras, lighting, and defect types. We start from strong base models, collect and label a calibration set from your environment, fine-tune and threshold against it, and ship with a review queue so operators confirm low-confidence detections before any downstream action. The manufacturing QC case study describes the pattern.

Typical calibrate + deploy: 2 weeks
Setup + scoped engagement

Custom-tuned YOLO / AWS Rekognition / Google Vision. We pick the best fit for your environment.

Deployed as a scoped engagement for your stack - not a self-serve trial or live sandbox.

Xenith Vision: Vision models calibrated to your cameras, lighting, and defect types.

How it works

  • Calibrated for your environment: your cameras, your lighting, your products
  • Object detection, classification, and defect identification in real time
  • Document OCR and field extraction tuned for your document layouts
  • Video analytics with configurable alert thresholds
  • Edge deployment available, runs on your hardware without cloud dependency

Who this is for

Manufacturing: catches defects your QC team misses, at line speed
Document processing: extracts fields from invoices, contracts, and forms automatically
Retail: shelf monitoring, planogram compliance, and footfall analytics
Logistics: package condition verification and barcode reading at scale

What's included

Typical engagement deliverables

Scoped to your stack and compliance needs. We deploy the working system into your environment and hand over runbooks - not a sandbox login.

1

Model calibrated and tested against your actual images or video

2

Detection accuracy benchmarked. You approve before we go live.

3

Integration with your existing camera or scanner hardware

4

Alert and exception reporting dashboard live

5

Confidence threshold tuned to your acceptable false-positive rate

Want Xenith Vision in your environment?

Book a 30-minute call. We'll map your use case, confirm fit, and outline a deployment timeline - no self-serve trial, no pitch deck.

Typical calibrate + deploy: 2 weeks from kickoff.