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Metrici · Custom AI Applications
If the
Human Eye
Can See It—
Metrici Can Do It.
Custom deep neural network training for any object, any environment. Metrici builds vision AI precisely around your process —.
Anything you can see and distinguish, Metrici can recognise, classify, count and act on — in real time, on any camera.
Off-the-shelf software can only solve off-the-shelf problems. When your process is unique, your AI needs to be too. Metrici trains dedicated deep neural networks from scratch for your exact objects, your exact environment, your exact rules.
The Method
From Problem to Working AI in 5 Steps
Every custom project follows the same rigorous pipeline — from understanding the challenge to a deployed, validated model.
Discovery
We understand your process, objects, environment, and what decisions the AI needs to make.
Data Collection
Images and video of your specific objects are gathered from your production environment.
Annotation
Every object class is labelled and annotated with bounding boxes, zones and attributes.
DNN Training
The neural network is trained iteratively until accuracy reaches the required threshold per class.
Deploy & Tune
Deployed on your cameras. Validated in production. Refined continuously as your process evolves.
Real Projects
Custom AI in the Real World
Every one of these was unsolvable with off-the-shelf software. Each one is running in production today.
🚗 Automotive
Car Seat Manufacturing
Metrici identifies 35+ seat types, verifies magnets and wires placement per mold model, checks mold temperature with Thermal Analyzer, and stops the line automatically if any condition is unmet.
Custom DNN · 35 classesThermal AnalyzerArea Counter
🧪 Chemical Plant
Transport Carriage Monitoring
Detects carriages on a conveyor, verifies correct position and orientation, and simultaneously monitors bearing temperatures. Alarms halt the line before mechanical failure occurs. Does OCR reading.
Area CounterThermal AnalyzerPosition DetectionOCR
📦 Packaging
Production Line Counting
Counts items being boxed per product SKU. Raises an alert the moment a box has a missing or mismatched item before it is sealed and shipped.
Line CounterCustom DNNMismatch Alert
🧱 Manufacturing
Defect Detection on Production
Visual inspection of components as they move along a conveyor. Classifies products as pass or fail in real time and diverts defective pieces before they reach assembly.
Custom DNNArea CounterQuality Control
🦺 Safety
PPE Compliance — Helmet & Harness
Monitors construction and factory floors continuously. Alerts when any worker enters a zone without a helmet, harness, vest or other mandatory safety equipment.
Custom DNNPPDZone Alert
💰 Banking & Retail
ATM & Cash Management AI
Custom AI for Brinks, trained on 31+ cash denominations, different cassettes. Recognises each item with its exact orientation, condition and Euro and RON denominations for automated cash-handling verification.
Custom DNN · 31 classesArea Counter
What Metrici Can See
Any Object. Any Context.
The neural network can be trained to detect, classify and count anything that a camera can capture.
People
Presence, count, zone, PPE
Vehicles
Type, model, colour, direction
Machine Parts
Type, orientation, defects
Packages
Count, position, mismatch
Products
Pass/fail, completeness, class
Safety Gear
Helmet, vest, harness present
Banknotes
Denomination, condition, count
Boats & Vessels
Type, position, movement
Food & Produce
Quality grade, defects, sort
Animals
Species, count, behaviour
Industrial Objects
Pallets, moulds, containers
Your Object
If you can show it, we train it
Why Custom AI
Built for You. Works Only for You.
The advantages of a solution designed entirely around your operations.
Up to 100% Accuracy
Trained exclusively on your objects in your environment. No generic model diluted across irrelevant classes.
Real-Time Processing
Detects and classifies at any FPS on live video streams. No batch processing, no latency in the decision loop.
Reduce Operational Costs
Replace manual or visual inspection with tireless AI that works around the clock at consistent performance.
Works on Existing Cameras
No new hardware required. Runs on your current IP camera infrastructure via the Metrici software layer.
Integrates with Everything
Connects to ERP, MES, SCADA, databases and any third-party system via HTTP. Your AI, your data flows.
Evolves with You
As your products or processes change, the model is retrained. Your AI is never frozen in time.
Custom Database & Logging
You decide what data is stored, in what format, with what metadata. Every detection logged with photo and timestamp.
Custom Alarms & Triggers
Define exactly what constitutes an alarm for your process. Trigger relays, send messages, stop equipment automatically.
Collaborative Build
Metrici works with your team throughout development. The final product meets every requirement — not a generic approximation.
Industries
Where Custom AI Makes the Difference
Anywhere visual inspection, classification or counting is currently done by people or not done at all.
Manufacturing & Production
Product classification, defect detection, completeness checks, line monitoring and quality control.
Construction & Safety
PPE compliance, zone access, personnel counting in restricted areas, real-time safety alerts.
Healthcare & Hospitals
Equipment tracking, patient flow, hygiene compliance, restricted area monitoring.
Ports & Logistics
Container, vessel and vehicle identification at custom checkpoints. Cargo inspection and manifest verification.
Food & Agriculture
Grading produce by size, colour and defect at line speed. Sorting, counting and quality logging automatically.
Education & Public Spaces
Occupancy monitoring, safe gathering limits, asset tracking and anonymous crowd analytics.
Engines Used in Custom Projects
Custom AI Runs on the Metrici Platform
Custom DNNs integrate natively with all existing Metrici engines for multi-layer solutions.
□
Area Counter
Count and classify objects in defined zones. The workhorse of most industrial custom projects.
Learn more →🌡️
Thermal Analyzer
Combine object detection with temperature monitoring. Detect the right object, then check its heat signature.
Learn more →—
Line Counter
Count objects transiting a line. Used in packaging, conveyor and production counting applications.
Learn more →📲
QR
Code detection and tracking. Combined with custom DNN for different checks or zone compliance.
Learn more →
Start a Custom Project
Tell Us What You Need.
Tell Us What You Need.
We’ll Build the AI.
Every project starts with a conversation. Describe your process, your objects, your problem — and Metrici will tell you exactly what is possible.
