A.I.R.O.N.
CI Trainer • Public Preview

Continuous Improvement, trained like a skill — not preached like a slogan.

This CI Trainer is a self-guided A.I.R.O.N. preview for learning practical Continuous Improvement routines. It teaches the baseline → drift → improvement loops and builds role-ready habits.

Browse Modules
No login Offline-capable Local progress Dingfelder path
Your Progress (this device)
0% complete
Saved locally • No cloud
Stewardship Rule

Any facility adopting A.I.R.O.N. must name two A.I.R.O.N. Plant Specialists (on payroll) to own implementation, integration, and data injection. A.I.R.O.N. supports them remotely and continuously.

Training Modules

Pick a lane, complete the checklist, and run the micro-drills.

The A.I.R.O.N. CI Playbook

This is the “how it actually works” layer — short, practical, and designed for the plant floor.

1) Baseline Guard

Establish what “normal” means, measure it, and protect it. Baselines are not bureaucracy — they are your reference line for learning.

  • Define standard work, limits, and acceptance criteria.
  • Capture “why” behind the baseline, not just “what.”
  • When conditions change, version the baseline.

2) Drift Hunter

When the process quietly changes, drift accumulates as scrap, rework, downtime, and excuses. Drift Hunter detects divergence early — before the scream.

  • Trend key variables and leading indicators.
  • Track small degradations as first-class events.
  • Escalate with evidence, not opinions.

3) Improvement Challenger

When something works better than expected, treat that “incidental success” as gold. Capture it, reproduce it, and fold it into the baseline safely.

  • Log the “better-than-normal” event with context.
  • Run a controlled trial and confirm the mechanism.
  • Update standard work and train the delta.

4) Memory + Reporting Layer

A.I.R.O.N. becomes the plant’s memory: notifications, reporting, CMMS handoffs, engineering change traceability, and a single truth source.

  • Automated alerts: drift, risk, compliance, and overdue actions.
  • Daily/weekly rollups: downtime, quality, safety, energy, and throughput.
  • Action tracking: who owns what, by when, with proof-of-close.
  • Interfaces: ERP/CMMS/EAM, historians, SCADA, PLC/edge devices.

CI Readiness Score

A simple scorecard you can use in discovery calls and pilots. This demo calculates a local score.

Inputs

Result

0/100

Select inputs and calculate.

Suggested Next Actions

  1. Define one baseline with acceptance criteria.
  2. Pick one drift indicator and trend it daily.
  3. Run one controlled improvement trial.
  4. Name two A.I.R.O.N. Plant Specialists.