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SORTING, COUNTING & CLASSIFICATION

Sorting, Counting & Classification AI for Accurate Counts and Correct Sorts

KOMPASS AI counts, sorts and classifies every unit as it moves, by type, size, SKU and condition, through the cameras you already have — no weight-based guesswork, no SKU mix-ups reaching dispatch, no recount before an invoice goes out, just counts you can ship on.

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Trusted by industry-leaders for accurate counts and correct dispatch

THE PROBLEM

A Miscount is a Credit Note Waiting to Happen.

Counting is the check most often done by weight, by eye, or not at all. Sorting is the one most often done by a person who has seen ten thousand near-identical parts already this shift. Both fail quietly, and both surface on an invoice.

Short Counts and Over-Counts Both Cost

One shorts the customer and earns a credit note. The other ships free product every carton. Weight-based counting cannot tell you which one just happened.

SKUs That Look Alike Get Mixed

Near-identical variants running on a shared line. The mix-up is found at your customer's goods-in, not at yours, and it arrives as a returns claim.

No Record Behind the Number

The count on the docket is what somebody wrote down. When a shipment is disputed there is nothing to check it against, so the credit note gets issued anyway.
The Solution

Counting, sorting and classification, built into the cameras you already have

Our Cognitive Product Inspection system, KOMPASS™, paired with modular vision hardware, counts and classifies every unit as it moves, ejects what does not belong, and keeps a record of what actually went into each dispatch.

Count Every Unit, Not the Weight

  • Counts parts of any size with detection logic tuned to your product
  • Replaces weight-based counting and the tolerance errors that come with it
  • Counts bottles, containers and small parts at line speed
  • Holds the count through overlap, vibration and irregular presentation
100%
SKU identification and counting accuracy
Zero
manual counting bottlenecks
Illustration: Count every unit
Illustration: Sort by part identity

Sort by What the Part Actually Is

  • Separates product by type, size, shape and condition
  • Tells near-identical SKUs apart on a shared line
  • Ejects the wrong item inline, inside the dwell time
  • Classifies units by batch and lot as they pass
33%
improvement in throughput
~23%
reduction in labour costs

Ship What the Invoice Says

  • Maps counted quantities to each dispatch in real time
  • Generates invoices that match what physically shipped
  • Keeps a digital audit trail of every count and every sort
  • Runs on the cameras and lighting already on your line
Zero
invoice-shipment mismatches
>$10k
saved on shipment returns
Illustration: Ship the verified quantity
USE CASES

Counting, Sorting and Classification We Automate

Counting by weight gives you a mass, not a number. Sorting by eye holds up until the ten-thousandth near-identical part of the shift. KOMPASS counts and classifies each unit as it moves, on the cameras already over your line.
Defect-Based Sorting & Rejection
High Demand
Sorts good from bad and ejects the rejects without stopping the line.

See it running on your line

Tell our engineers what gets past your reject gate today and they will walk you through implementation, timelines and cost for your line.

Learn More - Talk to our expert
Bottle & Container Counting
Counts bottles and containers at line speed, with no weights or tallies.

See it running on your line

Tell our engineers what you fill and how fast and they will walk you through implementation, timelines and cost for your line.

Learn More - Talk to our expert
Size-Based Sorting
Separates product by size inline, at the speed the conveyor runs.

See it running on your line

Tell our engineers your size bands and they will walk you through implementation, timelines and cost for your line.

Learn More - Talk to our expert
Product-Type Differentiation
Tells near-identical products apart on a shared line.

See it running on your line

Tell our engineers which SKUs get mixed up and they will walk you through implementation, timelines and cost for your line.

Learn More - Talk to our expert
Batch & Lot Classification
Classifies units by batch and lot as they pass, for clean traceability.

See it running on your line

Tell our engineers how your batches are tracked and they will walk you through implementation, timelines and cost for your line.

Learn More - Talk to our expert
Deployment

Live On Your Line, Not In A Six-Month Pilot

Counting and sorting run on the cameras you already have on your line. No pilot line, no new hardware to install. We have mapped this deployment before, which is what makes it fast now.

STEP 01
Line audit and camera mapping

We walk your line, confirm camera and lighting coverage at the count and sort points, and scope the SKUs, sizes and reject criteria.

STEP 02
Model training on your SKUs

The model trains on your own SKUs, sizes and reject criteria, with 20 samples per defect, not a generic product library.

STEP 03
Go live, verified

Counting runs in shadow mode beside your current counts, then goes live on your reject gate and dispatch records once it agrees with them. Deployment takes 6–8 weeks.

Connect with us

Bring your fastest line and the SKU pair that gets mixed up. We will scope a pilot on your line.

Get In Touch ↗
Zero
miscounts shipped
100%
units counted inline
33%
improvement in throughput
6–12 months
ROI payback

Comparison

What Changes When You Add KOMPASS

Counting moves off the scale and onto the line, so a count is a number of units rather than a mass divided by an assumption, and every dispatch carries a record behind it.
Dimension
Manual counting & sorting
Weight-based counting
Jidoka · KOMPASS

How the count is made

By hand, or by eye

Total mass divided by a unit weight

Every unit detected and counted

Mixed or irregular parts

Slows to a crawl

Tolerance errors compound

Counted by what each part is

Telling SKUs apart

Depends who is on shift

It cannot, weight is weight

By type, size, shape and condition

Rejecting what does not belong

Pulled off by hand, later

Not its job

Ejected inline, inside the dwell time

Hardware

Trays, scales and tally sheets

A counting scale per line

Runs on the cameras you already have

Traceability

A number written on a docket

A total, with no record per unit

A digital audit trail per dispatch

First-Time-Right

Hope

Right on average

Right the first time, every shift

customer success

See AI Counting and Sorting in Action

Discover how industry leaders count, sort and reject at line speed with Jidoka’s AI vision systems.

How Britannia Automated In-line Inspection for Biscuits with Jidoka
FMCG

High-speed biscuit inspection with automated quality control:

  • Over 99% detection accuracy at 12,000 biscuits per minute
  • Precise automated rejection of defective biscuits
  • Retrofitted into existing production lines

Labelled bottle inspection with AI vision system and modular hardware:

  • Complete Label inspection automation at 300+ bottles/minute
  • Ensures accurate text, orientation, and label quality
  • Automates end-of-line quality control and consistent standards

Frequently Asked Questions

A scale gives you total mass divided by an assumed unit weight, so any variation in the parts becomes an error in the count. Vision detects and counts each unit individually, which means mixed sizes, light parts and irregular shapes are counted correctly rather than averaged.

Yes, including parts too light for a scale to resolve. Detection logic is tuned to your specific product rather than to a generic shape, so screws, clips, caps and similar small parts are counted at line speed even when they overlap or sit at odd angles.

That is the harder half of sorting, and it is where a person on hour seven starts making mistakes. KOMPASS learns each variant from your own samples and separates them by shape, size, colour and printed detail, then ejects anything that does not belong on that line.

Both. Counting is the record; sorting is the action. KOMPASS classifies each unit as it passes and actuates your existing reject hardware inside the dwell time, so the wrong item leaves the line at the point it is identified rather than being pulled off by hand downstream.

No. Colour sorters are dedicated machines for bulk streams like grain, potatoes or recycled plastic, and they are bought as machines. KOMPASS is inline vision that runs on your existing line cameras and sorts discrete products by type, size, condition and SKU rather than by colour alone.

KOMPASS runs on the cameras already over your line. It connects to PLCs, conveyors and existing reject hardware, feeds counts into MES, ERP and dispatch records so invoices match what shipped, and runs at the edge with your data staying on-site.

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