AI Services / Visual Inspection
AI visual inspection — defect detection that runs 24/7
Vision models on production lines that detect defects, anomalies, and quality issues in real time. Reduces scrap, catches issues downstream, and operates without fatigue — at line speed.
Why Empiryx
Why our visual inspection runs on the floor, not in a lab
Expertise
Visual inspection skills we specialize in
01
Anomaly detection
Detect defects against the 'normal' distribution — no need to label every defect type.
02
Real-time inference
Edge deployment for sub-50ms inspection on high-throughput lines.
03
Dashboards & alerts
Visual dashboards for operators, alerts for out-of-spec production runs.
04
Edge deployment
Models deployed on factory floor hardware — IPCs, GPUs, smart cameras.
Expertise
Roles & capabilities we specialise in
A deeper look at the specialists we place and the work they ship.
Anomaly detection
Patchcore, PaDiM, and self-supervised baselines for 'normal vs. defect'.
Real-time inference
TensorRT, ONNX, and edge GPU pipelines for sub-50ms inspection.
Edge deployment
IPCs, smart cameras, and factory-floor GPUs — not cloud round-trips.
Labeling loop
Active learning over production frames; borderline cases routed to reviewers.
Dashboards
Operator views, defect trends by shift, and out-of-spec alerts per line.
MES integration
Alerts routed to manufacturing execution systems where you already work.
Industries we serve
Built for high-stakes sectors
Domain-aware engineers who understand your sector's constraints — not just the syntax.
Manufacturing
Defect detection on production lines
Electronics
Printed board and assembly inspection
Pharma
Vial, label, and packaging inspection
Food & Bev
Fill level, seal, and contaminant detection
FAQ
Answers to common questions
Process
How it works
Line audit
We map the line, the cameras, the defects, and the throughput target.
Pilot deployment
We deploy on a single line with dashboard and alerts — typically 4–6 weeks.
Tune & label
We tune on real production data and run a continuous labeling loop.
Roll out
We extend to multiple lines with documented runbooks and SLA monitoring.
Get started
Catch defects before they leave the line
Tell us the line. We'll bring the cameras, the model, and the dashboards.
Explore more
Hire AI Developers in India
Pre-vetted ML, NLP, LLM & CV engineers. Onboard in 7–10 days.
Offshore Development Team India
Dedicated offshore engineering team embedded in your workflows.
ODC & GCC Setup India
Start with an ODC. Evolve into a fully owned GCC as you scale.
Hire Machine Learning Engineers
ML Engineers, Data Scientists, NLP & MLOps specialists in India.
Build Engineering Team in India
Full-team formation — frontend, backend, AI/ML, DevOps, and leads.
AI Automation
n8n, Zapier & custom workflows that run your business on autopilot.
AI Engineering
RAG, fine-tuning, and AI agents built for production, not demos.
MLOps
Model serving, monitoring, and CI/CD for machine learning systems.
DevOps
CI/CD, infrastructure as code, and observability that scales.
Application Scaling
Performance audits and fixes that take your MVP to production-ready.
Database & Data Engineering
Database design, pipelines, and migrations built to last.