Illustrative sample · fictional scenario
AI roadmap — four-quarter excerpt
An illustrative sequence for a fictional replenishment problem. Quarters are planning stages, not a delivery commitment.
Q1 · Establish the operating baseline
Planning and data teams reconcile demand, stock and lead times. Record current service levels, inventory exposure and exceptions. Finance validates the value model. Gate: reliable records and agreed measures before pilot approval.
Q2 · Run a controlled pilot
Benchmark a forecast against the existing reorder rule in one category. Planners approve proposed orders and log overrides. Gate: improvement against the baseline, manageable exceptions and no unacceptable service decline.
Q3 · Roll out where the evidence supports it
Expand only to categories that pass the pilot gate. Operations owns review, fallback and incident handling. Data teams monitor input quality and forecast drift. Gate: approved ownership, support and rollback procedures.
Q4 · Review value and reset priorities
Finance and Operations compare realised outcomes with the original assumptions. Recalibrate models and review planner adoption. Stop or revise work that does not improve decisions. Gate: evidence determines the next investment.
Jitin Kapila · jitinkapila.com · Illustrative sample, not a client deliverable.