Metrici — Success Stories
Custom AI Projects

Success Stories

Over the past years, Metrici developed so many custom projects with AI capabilities. For near each one of them a special training was done for the deep neuronal network to recognize different objects or situations, as our client needed. Some of them are adaptation of the standard offer. Get inspired by our work.

Food industry – bakery

  • Dedicated AI training
  • Metrici checks a conveyor belt line along of which human operators make different bakery products
  • Metrici checks what kind of product is made out of 24 classes
  • Using Line Counter engine it also checks how many products each operator makes in a shift
  • Report the total of products for each shift as well as pieces made by each worker
  • In a second installment, cameras in selling points are used to coordinate production with sales
  • Metrici monitors the selling windows and number of sales for each product and quantity remained
  • When product is approaching out of stock, an alarm is sent to headquarters to deliver product
  • Monitoring of pedestrian traffic around the stores to see conversion rate of passers-by into buyers
Metrici bakery production monitoring
Production monitoringConveyor belt with 24 product classes tracked
Metrici bakery production line
SalesSelling point cameras coordinating production with stock
Metrici gas filter inspection
Fuel filter QCAI detection of defective parts on the production line

Auto industry production line

  • Dedicated AI training
  • Production line in auto industry
  • Fuel filters production monitoring
  • Metrici checks for defects of the products
  • An alarm is triggered when one or more are detected

Services – waste disposal

  • Garbage trucks company monitoring
  • Metrici permanently checks what kind of garbage is loaded into trucks out of three classes
  • Metrici Line Counter is used to count and record events (each garbage load) as they are happening
  • A GPS is also used as each event is stored in database along the exact location
  • For example, two bags were loaded at this exact location with these coordinates
  • The operator wants to know where and what quantity of garbage was loaded to properly invoice clients
  • Also, it checks to see if the operators are not loading prohibited or a bigger quantity than permitted
Metrici waste disposal truck monitoring
Truck load classificationThree garbage classes detected and logged with GPS
Metrici garbage monitoring system
Event recordingEach load event stored with location coordinates
Metrici safety equipment detection
PPE complianceHelmet, harness and vest detection on construction sites

Services – safety equipment

  • Hard working environment monitoring – construction sites, production lines, heavy machines operators
  • Metrici distinguishes between helmets, harness and safety vests or different uniforms
  • Metrici Area Counter and people detection capabilities are used
  • Special training is done for every project if situations are different — Metrici checks for humans in the area. It verifies that each one has helmet, harness, vests or appropriate uniforms
  • In the Metrici interface, one can set when to trigger an alarm: no vest, no helmet, no harness, no proper uniform or any combination of those

Production – textile industry

  • Textile industry production line monitoring using Area Counter and special DNN training
  • Fabric roles production
  • Metrici identifies roles
  • It counts how many fabric roles are on the production line at any given time
  • Productivity rate measurement
  • Production speed measurement
  • Reports hourly/daily/monthly pieces
Metrici textile fabric role monitoring
Fabric role countingProductivity and speed measured per production line
Metrici car seats inspection
Mold identification35+ seat mold classes detected per production cycle
Metrici temperature reading and mold inspection
Thermal + visual QCTemperature verified before foam is poured into mold

Production – auto industry

  • Car seats production company
  • Metrici watches the production line using Area Counter
  • Special AI training was made for the project, for each mold and its characteristics
  • It identifies what kind of mold is on the production line out of over 35 classes
  • Secondly, it checks for defects: presence or not of special magnets and wires inside the mold – placed by human operators
  • Thirdly, it triggers another detection on a thermal camera
  • Metrici measures the temperature
  • It verifies that temperature is good according to the class of the mold
  • If anything wrong: temperature outside the range or wires missing, an alarm is triggered and production is stopped
  • Metrici instructs the robotic arm to not pour the foam into the mold – as a defect would result
  • Result: reduce number of defects which were due to human errors
Read case study →

Production – auto industry

  • Car detailing and interior parts automotive industry
  • Metrici checks the production line with Area Counter
  • Dedicated AI training
  • It identifies what kind of piece is on the conveyor belt out of over 20 different classes
  • Counts how many there are in any given time
  • In a second detection area, it checks on what kind of tray they are – other 20 classes
  • Does an OCR reading to verify the tray is the "pair" one with the pieces and not from another type of piece
  • If anything wrong an alarm is triggered and the robotic arm gets a command to not paint the pieces
  • Access to number of pieces per day, production quantity and quality check
See a case study →
Metrici car interior parts detection
Part identification20+ piece classes detected on conveyor belt
Metrici car interior tray OCR check
Tray OCR pairingRobotic painting arm controlled by Metrici match verification
Metrici cart detection and OCR
Cable car monitoringCart position, bearing temperature and OCR — three engines running simultaneously

Production – chemical industry

  • Dedicated AI training
  • Metrici is watching a cable car line using three different solutions
  • 1. A detection engine is analyzing the images in search for bearings on carts — when bearings are detected another engine is triggered to measure their temperature using a thermal camera — if overheat is detected, an alarm is triggered
  • 2. In another point of the funicular, Metrici is looking for the transportation carts — it verifies the position of each one — if it stays upside-down after a certain point, an alarm is triggered to stop the line
  • 3. Another engine does an OCR on the cart to register its identification number

Marina management

  • Metrici is watching the entrance and exits in marinas
  • It is also checking the docks
  • With Line Counter it is tracking the boats that are crossing a virtual gate
  • An event is recorded with timestamp, direction, photo and other data
  • Each boat is classified according to its class, out of 8 types
  • It knows how many boats are inside the marina and what is the flow – in and out count
  • A secondary camera is used for Metrici to read the name of the boat
  • In some locations, Metrici measures the length of the boat using special developed algorithm based on GPS reading
  • Also, a PPD engine is used to monitor some docking spots to see availability
  • Example: a large marinas operator is using Metrici to know number of ships in its locations in the Mediterranean Sea entering and exiting, their name and lengths. It has records with all activity and a centralized operation
Metrici marina boat monitoring
Boat classification8 vessel types tracked in and out of marina entrances
Metrici marina dock management
Dock availabilityPPD engine monitors individual docking spots in real time
Metrici money detection
Banknote identificationAll Euro and Romanian denominations recognised in real time
Metrici ATM loading
ATM cassette loading QCWrong denomination triggers audio + red light alarm instantly

Services – Bank Industry

  • Human operators fill some money cassettes for ATMs
  • Metrici identifies the lids, it checks for labels, identifies them both to know what kind of denomination should be filled in that cassette
  • Tracks what kind of money are on the table and what the operator is loading inside the cassette
  • Metrici can identify all Euro and Romanian banknotes
  • It verifies each load to make sure the operator fills the cassettes with the right denomination
  • In case of mismatch: the operator is loading a wrong banknote, an alarm is triggered
  • Video (red light) and a strong audio signal flag the fact an error was made
  • It also checks when the lid is closed and another operation begins
Read a case study →

Bottle production and packaging

  • Dedicated AI training
  • Metrici detects and checks the bottle palettes in a glass factory
  • It is looking at each row and corners of the palettes
  • It verifies that each row has all the bottles and none is missing
  • After the palette is foiled up it also checks the foil to be in one piece and has no cuts
  • An alarm is triggered when a defect is seen – bottles are missing or the foil is cut
Metrici bottle palette inspection
Palette completeness & foil integrityEvery row and corner checked before shipping
Metrici amusement park ride occupancy
Ride occupancy countingPer-capsule detection cross-referenced with tickets sold

Services – amusement park

  • Metrici Area Counter and People detection
  • Amusement ride equipment
  • Metrici detects the seats and each seats line has a detection area attached
  • Each time the ride is activated, Metrici begins detection
  • Metrici checks how many people are using the amusement ride
  • Reports and statistics on how many people for each ride / daily / monthly etc
  • Comparison between tickets sold and actual number of people

Tell Us What You Need to See.

Whether a quality check on your production line, occupancy monitoring or a fully custom AI for your unique scenario — Metrici can be trained and configured for your exact situation.