J. GREGORY “GREG” SMITHEXECUTIVE ADVISORY
Independent executive leadership · Enterprise execution

Practical Deployment of Digital Twins in Distribution Logistics

Use scenario analysis to improve network decisions and implementation.

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01

Start with the operating decision

I define the question before selecting the model: facility footprint, inventory positioning, provider allocation or service coverage. I specify service commitments, capacity limits and cost categories so alternatives answer the same business question.

02

Validate the baseline

I reconcile demand, shipment history, lanes, rates, warehouse costs, capacity and inventory with operating and financial owners. I test whether the model reproduces the current network within an agreed tolerance and make assumptions visible.

03

Compare feasible scenarios

I vary demand, lead times, service targets, labor and freight costs. I examine cost-to-serve, delivery performance, inventory and implementation requirements together. I challenge an attractive scenario if it depends on unavailable capacity or unrealistic transition timing.

04

Convert a scenario into an execution plan

I translate the selected scenario into facility, carrier, provider, system and inventory workstreams. Each workstream has an owner, dependency, investment requirement, readiness gate and benefit baseline.

05

Verify realized value

I compare implementation results with the baseline and adjust for volume, mix and market changes. I track cost, service and inventory together so a saving in one area does not conceal deterioration elsewhere.

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JGSmith.com presents my executive experience and personal leadership services. I lead interim, fractional and advisory assignments through Digital-SCM, LLC, the consulting firm I founded. Enterprise consulting and transformation programs are scoped and contracted through Digital-SCM, with me leading the work.

Start with the decision in front of you

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Tell me what is at stake, your timeline and where leadership or delivery capacity is stretched.

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