Vision AI
Production Pattern

Xenith Vision

Computer vision AI for real-world applications.

Off-the-shelf vision APIs often fail under your cameras, lighting, and defect types. Xenith Vision starts from strong base models, then calibrates for your environment and document layouts before go-live.

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.

What a typical engagement delivers

  • Model calibrated and tested against your actual images or video
  • Detection accuracy benchmarked. You approve before we go live.
  • Integration with your existing camera or scanner hardware
  • Alert and exception reporting dashboard live

Typical calibrate + deploy: 2 weeks - built into your environment, handed over as a production system.

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

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

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.