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WORKFORCE TRAINING & SKILL ASSESSMENT

Workforce Training & Skill Assessment AI for a Production-Ready Workforce

Jidoka’s NAGARE AI trains operators at the station and scores skill from the work itself, on the cameras you already have. No classroom-to-floor gap, no mentor bottlenecks, no subjective sign-offs, just operators who reach standard faster, with proof.

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Trusted by industry-leaders for Error-free production

THE PROBLEM

Slow, Subjective Training is a Capacity Leak Waiting to Happen.

Every open headcount and every green operator costs output until competency arrives. Training that depends on who is free to mentor, and sign-offs that depend on opinion, make that wait longer than it needs to be.

Onboarding Crawls

New hires wait on mentor availability and shadow shifts. Time-to-competency stretches from weeks into months.

Sign-Offs Run on Opinion

Skill is certified by whoever watched that day. Two assessors, two verdicts, no data behind either.

Skills Fade Silently

Competency is checked once, then assumed forever. Drift shows up as scrap before it shows up in any matrix.
The Solution

Training and assessment, built into the line you already have

Our closed-loop system, NAGARE™, uses real-time video analytics to guide operators as they learn, score skill from actual work, and keep the whole workforce’s competency current.

Train on the Line, Not in a Classroom

  • Step-by-step guidance at the point of work, from day one
  • Instant feedback the moment a step goes wrong
  • Self-paced learning without waiting on a mentor
  • Teaches the same standard at every station, every shift
80%
improvement in training effectiveness
Instant
feedback at the station
Illustration: Train on the line
Illustration: Score skill from the work

Score Skill From the Work Itself

  • Tracks accuracy, speed, and sequence on every cycle
  • Automated scorecards per operator and per skill
  • Objective, standardized criteria replace opinion
  • Data-validated proof of competency behind every sign-off
100%
assessment digitization
Objective
skill scoring, zero opinion

Keep the Whole Skills Matrix Current

  • Live skills matrix fed by real performance, not annual reviews
  • Flags skill fade before it reaches quality
  • Updates each operator's skill record automatically after every shift
  • Protects worker privacy throughout
Live
skills matrix, always current
Zero
manual assessments
Illustration: Keep the skills matrix current
USE CASES

Training & Skill Applications We Automate

Deloitte and The Manufacturing Institute expect up to 2.1 million manufacturing jobs to go unfilled by 2030. [1] NAGARE makes the operators you can hire productive faster, on the cameras you already own, no new hardware, no line stoppage.
Operator Skill Assessment & Scoring
High Demand
Scores every operator from real work on the line, objective, continuous, and comparable across shifts.

See it running on your line

Tell our engineers which skills you assess today and they will walk you through implementation, timelines and cost for your line.

Learn More - Talk to our expert
New-Operator Onboarding Tracking
Tracks each new hire’s progress to standard, step by step, from day one.

See it running on your line

Tell our engineers how onboarding runs today and they will walk you through implementation, timelines and cost for your line.

Learn More - Talk to our expert
Motion-Accuracy Training Feedback
Coaches precise motions with instant feedback as the operator works.

See it running on your line

Tell our engineers which motions matter most and they will walk you through implementation, timelines and cost for your line.

Learn More - Talk to our expert
Real-Time Performance Feedback
Tells operators how they are doing while it still helps, not at the annual review.

See it running on your line

Tell our engineers how feedback reaches operators today and they will walk you through implementation, timelines and cost for your line.

Learn More - Talk to our expert
Error-Pattern Coaching
Spots each operator’s recurring errors and targets coaching exactly there.

See it running on your line

Tell our engineers where errors repeat today 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

Operator training runs on the cameras you already have at your stations. 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 stations, confirm camera coverage, and scope the skills and steps to assess.

STEP 02
Model training on your standard work

The model trains on your actual steps, stations, and best-practice cycles, not a generic action library. Training uses 120 minutes of footage.

STEP 03
Go live, verified

Assessment runs alongside your current sign-offs first, then is confirmed accurate before your matrix depends on it. Deployment takes 4 weeks, with ROI payback in 6–12 months.

Connect with us

Bring your longest onboarding and your scarcest skill. We will scope a pilot on your line.

Get In Touch ↗
80%
improvement in training effectiveness
100%
assessment digitization
Objective
skill scoring, zero opinion
Live
skills-matrix visibility

Comparison

What Changes When You Add NAGARE

Assessment moves from opinion at sign-off to evidence from every cycle, and every operator’s development carries a video-backed record behind it.
Dimension
Manual methods
Traditional machine vision
Jidoka · NAGARE

When skill gaps are caught

At the annual review, or in the scrap bin

At test stations, off the line

On the line, every cycle

What it sees

Whatever the assessor remembers

Test results, not real work

Real work and operator actions

New skill or station setup

Shadowing, weeks

New test rigs, weeks

New skills configured in minutes

Hardware

Clipboards and sign-off sheets

Test rigs and simulators

Runs on your existing cameras

Traceability

Paper matrices, updated yearly

Test scores, point in time

Video-backed record per operator

Competency confidence

Hope

As of the last test

Continuous, every cycle, every shift

customer success

See Computer Vision for Workforce Upskilling in Action

Discover how industry leaders build production-ready teams 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
How Diageo Achieved In-Process Labeling Precision with Jidoka
FMCG

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

It scores operator skill from the work itself. Camera-based AI watches real cycles on the line and measures accuracy, speed, and sequence against the standard, so competency is proven by observed performance rather than a written test or an assessor’s opinion.

A skills matrix records what someone decided about an operator, and an LMS records which courses they completed. Neither verifies what happens on the line. NAGARE feeds the matrix from observed work, so skill levels reflect current, real performance instead of last year’s sign-off.

New operators learn on the line with step-by-step guidance and instant correction, without waiting for a mentor to be free. Errors are fixed the moment they happen, coaching targets each operator’s actual skill gaps, and Jidoka deployments have measured an 80% improvement in training effectiveness.

Yes. The system assesses the process, not the person: the same objective criteria apply to everyone, scoring is standardized rather than opinion-based, and worker privacy is protected throughout. Operators get fair, data-backed development instead of one supervisor’s impression.

NAGARE analyses every cycle an operator runs and identifies the steps where their errors repeat. Supervisors see a per-operator picture of recurring mistakes, so coaching targets the exact step or motion that needs correcting instead of repeating generic refresher sessions for everyone.

No. It removes the repetitive load from trainers, the shadowing, the checking, the paperwork, so they spend their time on high-value coaching. The system handles monitoring, error detection, and feedback around the clock.

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