SAMPLE DELIVERABLE / ASSESS

A clear view of readiness.

This fictional company wants its planners to spot inventory exceptions sooner. The assessment checks people, operations, data, technology, and governance before choosing a pilot.

INVENTORY PLANNING EXAMPLE

Readiness assessment
  • Evidence across the business
  • Gaps with clear consequences
  • An owned first move
Evidence before investment
ILLUSTRATIVE DELIVERABLE

ILLUSTRATIVE SAMPLE

From evidence to the next decision.

FoundationExample findingNext decision
Business directionOperations owns the outcome; the time spent reviewing exceptions is not measured.Agree the baseline and success measures.
People & adoptionPlanners can review a pilot; approval and escalation duties need agreement.Name the decision owners and pilot reviewers.
Operations & processException rules exist, but teams use different thresholds.Agree the first workflow and decision rules.
Data readinessStock, sales, and purchase-order records use inconsistent item identifiers.Reconcile a bounded pilot data set.
Technology & integrationERP and commerce exports exist; freshness and access need verification.Test read-only access and trace each source.
Governance & controlsPurchase orders require approval; AI action boundaries are not written.Keep purchasing and stock changes outside the pilot.
EvaluationNo agreed set of normal, late, duplicate, or missing-data cases exists.Prepare representative cases with planners.
Operating modelOngoing ownership, monitoring, and cost review are unassigned.Agree who runs and reviews the workflow.

Recommended start: reconcile the pilot data and build a read-only inventory exception workbench. Existing rules calculate the exceptions; AI explains the evidence and drafts next actions for a planner to review.

Illustrative sample, not a completed customer engagement. Scope, timing, owners, and decisions are agreed from the evidence in your company.

MOVE FORWARD WITH CLARITY

Make the next decision with evidence.

Let’s connect the business outcome, the groundwork, and a useful first move.