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Signature tool · COO AI Operating Engine

Ops scenario simulator

Pick a disruption — a demand spike, a supplier failure or a staffing gap — and set its size, duration and your baseline volume, cost, service level and lead time. The tool compares your CURRENT response with an AI-ASSISTED one on extra cost, service level and time to recover, using simple formulas you can read. The AI improvements (earlier detection, smaller forecast error, faster rerouting) are illustrative assumptions: replace them with your own pilot numbers.

Every default — the baseline, the disruption, today's response and the AI improvements — is an illustrative assumption, not a benchmark. We found no published, comparable ranges for 'days of earlier detection', 'forecast-error reduction' or 'rerouting speed-up'; the evidence below shows what real programs report. Use your own pilot numbers.

1. The disruption

Disruption type

2. Baseline and responses

Baseline Illustrative
Current response Illustrative
AI-assisted improvements Illustrative

Illustrative assumptions — use your own numbers. Lead time is not shortened by AI.

Cost and recovery assumptions

3. Current vs AI-assisted

Disruption impact with the current and the AI-assisted response
MetricCurrentAI-assistedDifference
Days exposed before the response works17 days11.6 days5.4 days sooner
Units lost (not served)18,17614,6973,479 avoided
Extra cost of the disruption$1,207,040$1,046,682$160,358 saved
· of which lost units$1,090,560$881,818
· of which expediting$81,536$130,243
· of which mis-sized response$34,944$34,621
Service level during the disruption64.7%70.5%+5.8 pts
Time to recover (backlog cleared)77.6 days60.6 days17 days faster
Extra cost (lower is better)
  • Current$1,207,040
  • AI-assisted$1,046,682
Service level during the disruption (higher is better)
  • Current64.7%
  • AI-assisted70.5%
Time to recover (days) (lower is better)
  • Current77.6
  • AI-assisted60.6

Earlier detection only helps when the response is ready: if lead time or set-up dominate, invest in pre-qualified alternatives and flexible capacity, not just better signals. Run the same disruption with your own pilot numbers before you build a business case.

The scores are calculated in code. AI only explains them — check anything important.

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