Benchmarking

The three bands of operational health

Benchmarks are only useful if they're honest. Instead of generic industry averages, we graded 62 lines against their own portfolio's steady-state and peak-stress cohorts. The result is a simple three-band diagnostic that tells you, at a glance, whether a line is losing capacity to fragmentation.

14.28%
Baseline (steady-state cohort)
19.82%
Upper control limit (peak stress)
3
Bands of operational health
Published
Read5 min
TopicBenchmarking
The short version
  • Bands are set from the portfolio's own data, not generic industry averages.
  • Optimised: interruption ratio below the 14.28% baseline.
  • Critical: between 14.28% and the 19.82% upper control limit.
  • Volatile: above 19.82%, where performance is lowest and the fragmentation gap widest.

Measure this on your own line. One sensor per line, live within 48 hours of the kit arriving.

Benchmarks that actually compare

Most operational benchmarks compare a line to a generic industry figure it has nothing in common with. That tells you almost nothing actionable. So instead of borrowing an average, we built the bands from the portfolio's own behaviour, 30 validated monthly data points across 12 operations, and let the data draw its own lines.

The scale is the interruption ratio: the share of a line's downtime made up of interruptions (what standard OEE calls minor stops or micro-stops) rather than longer coded breakdowns.

Two numbers that set the bands

Two cohorts defined the scale. A steady-state group, running calmly month after month, settled at a 14.28% interruption-ratio baseline. A peak-stress group, measured through its hardest stretch, defined a 19.82% upper control limit. Between and around those two numbers sit three bands:

Why the band is the diagnosis

The point of the bands

Knowing a line's band answers the first question worth asking: is this line losing capacity to fragmentation, or is it genuinely constrained somewhere else? A Volatile band says the losses are in the pulse, and no amount of machine speed will fix them.

That makes the band a triage tool. Volatile lines get attention on their interruption causes first, because that's where the recoverable capacity is. Optimised lines can be pushed on other levers without wasting effort chasing stops that aren't the problem. Critical lines get watched so they don't slide.

One caveat before you trust a band

An interruption ratio can be distorted by the line's stop threshold, so a line can look Optimised while hiding a chronic problem. Always confirm the band against the line's Threshold Exposure Index before acting on it.

The three bands are one of the core frameworks in the Interruption Whitepaper.

Common questions

What is the interruption ratio?

It's the share of a line's downtime made up of high-frequency interruptions, as opposed to longer coded breakdowns. It isolates process fragmentation from mechanical failure.

Why not use generic industry benchmarks?

Generic averages compare a line to operations it has nothing in common with. These bands are derived from 30 validated monthly data points across the studied portfolio, a steady-state cohort setting the 14.28% baseline and a peak-stress cohort setting the 19.82% upper control limit, so the comparison is grounded in real, comparable operations.

What does each band mean in practice?

Optimised lines have stable flow and clear reporting. Critical lines are drifting and need watching. Volatile lines are where performance collapses, from around 81% in the Optimised band to under 69% in the Volatile band, and where the fragmentation gap is widest.

Book a demo

See it on your own line.

A 30-minute call with a manufacturing specialist. We look at one of your lines together and show you what the first week of data would say about it.

  • Live within 48 hours of your kit arriving
  • One sensor, one terminal, no PLC and nothing to integrate
  • R4,950 per line per month, ex VAT. 90 days, then a month's notice
What happens nextA manufacturing specialist replies within two business hours to set a 30-minute call. We start with your objectives, so the demo answers your exact need and we can say honestly whether we can meet your expectations. Then we show you the parts of the platform that bear on those objectives, on demo data, so you can judge the fit for yourself. If it fits, a full evaluation of your line follows.
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Step 1 of 3. Next: your line and a time that suits you. No lead is created until you confirm on the last step.

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