Industrial-grade computer vision deployed at the inspection station - detecting defects, verifying parts, reading codes, and classifying products with millisecond latency and consistency no human operator can match across an eight-hour shift.
Trained operators are skilled, but they blink, they tire, and they vary between shifts. Vision AI brings the same trained eye to every part on every line, every hour of every day - with full image evidence behind every reject.
Without AI for Quality
With Nexren AI
Each capability runs on the same Nexren vision core - meaning a single deployment covers your entire quality station, with consistent logging, audit trails, and traceability into your MES.
Deep-learning vision models trained to detect scratches, dents, cracks, weld defects, surface contamination, dimensional deviation, and assembly errors - at line speeds traditional rule-based systems can't sustain.
Read printed lot codes, serial numbers, DOT marks, 1D / 2D barcodes, and DataMatrix at production speed - automatically cross-checking against MES expected values to catch mis-labelling before despatch.
Confirm every required child component, fastener, clip, washer, gasket, or sub-assembly is present and correctly seated - eliminating the most common warranty failure: a missing or misoriented part shipped at scale.
Automatically sort, route, or grade products based on visual attributes - variant, size, colour, quality grade - replacing manual sorting stations and reducing classification errors in mixed-model production.
From powertrain components to packaged goods, Nexren's vision AI is deployed wherever a single missed defect translates directly into a warranty claim, recall, or line stoppage.
Critical-fastener inspection on engine and transmission assemblies - verifying torque-witness marks and child-part presence at end-of-line, with PLC-triggered reject for any failed unit.
Component placement, solder joint quality, and surface contamination detection on populated PCBs - replacing slow manual AOI review with real-time machine vision at 3× the throughput.
Label correctness, lot-code legibility, fill-level, and seal integrity inspection on high-speed packaging lines - catching mis-prints and seal failures before pallets are wrapped.
A deployment process designed for industrial environments - ruggedized, deterministic, and built to fit alongside existing PLCs, HMIs, and MES systems.
Industrial camera (Hikvision, Basler, Cognex) triggered by PLC sensor - image transferred over GigE to the edge inference unit in real time, with no line stoppage required.
Model runs on edge GPU (NVIDIA Jetson / RTX) with deterministic sub-25ms latency - verdict returned to the PLC before the part reaches the reject diverter.
PLC diverts rejects, lights stack-lights, and triggers operator alerts - every event logged with image evidence and confidence score.
Operator overrides and false-positive feedback continuously retrain the model - accuracy compounds week over week without manual relabelling.
