Changeover optimization

15-25% time reduction through smarter sequencing.

Who it helps
Line operators, supervisors and production planners managing product changeovers
Pilot investment
$18K
Success metric
15%+ reduction in changeover time
Packaged food products moving along a stainless steel production line

The problem

Line operators, supervisors and production planners managing product changeovers spend time on work a system could do. This is what it costs today.

  • Changeovers taking 30-120 minutes, eating production time
  • High variability between operators and product pairs
  • Manual scheduling ignores which sequences are faster
  • No visibility into who's doing changeovers most efficiently

Time per task (illustrative)

Changeover time-34%

Before: 47 minAfter: 31 min

What the automation does

This AI-powered automation module connects to your existing systems, does the repetitive work, and leaves decisions with your team.

How modules connect to your plant

  1. Learns which product sequences minimize total changeover time
  2. Recommends optimal daily run schedule accounting for due dates
  3. Identifies training needs by comparing operator performance
  4. Tracks trends over time and alerts to deterioration

Prerequisites and limits

These systems and data need to be in place. If they are not, the assessment shows what infrastructure comes first, before you commit to a pilot.

  • Changeover data tracked in MES or SCADA (start/end times, SKU pairs)
  • 6+ months of historical changeover data with duration
  • 3+ changeovers per day to justify the system

How success is measured

We agree the baseline and the success metric in writing before the pilot starts, then measure from your system data with weekly reports. If the agreed metric is not hit at 90 days, you get a full refund.

Success metric for this module15%+ reduction in changeover time

Illustrative ROI (NuruState estimate, not a guaranteed result)

Estimated annual value$150K-$280K/year
Pilot investment$18K
  • 15-25% reduction in average changeover time
  • At 5 changeovers/day, 1-hr average, 250 days/year
  • Better scheduling reduces total setup time by optimizing sequence
  • Operator coaching data improves training ROI

Find out if changeover optimization fits your plant

Start with a free 30-minute call. If it fits, the $7,500 assessment scores this module against seven other opportunities with ROI estimates for your facility.