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WORKFLOWS / OPERATIONS

Spot inventory exceptions earlier.

Give planners the evidence they need to decide what deserves attention.

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Operations colleagues reviewing stock and planning information together. People stay in control
01

ASSESS THE OPPORTUNITY

Understand the work before choosing the solution.

Example answers show how evidence becomes a practical first scope.

BUSINESS QUESTIONWhich stock exceptions need a planner’s attention?
OUTCOME TO IMPROVELess review effort. Better-supported inventory decisions.
FIRST SCOPEA read-only workbench for a bounded product or location set.

Workflow

Example answer
Planners review exceptions manually.
Readiness gap
Thresholds differ between teams.
Next move
Agree the rules and review baseline.

Data

Example answer
ERP and commerce records are available.
Readiness gap
Item identifiers do not always match.
Next move
Reconcile the pilot item set and freshness.

Ownership

Example answer
Operations sponsors the pilot.
Readiness gap
Review and escalation duties are unassigned.
Next move
Name the planner lead and decision owners.
Evidence to bring
Exception logsStock & order samplesItem definitionsApproval limits
Questions we ask
  • Do item identifiers match across systems?
  • Are stock and order records current and reliable?
  • Who owns exception rules, review, and escalation?

Before funding a pilot, agree the baseline, available team capacity, cost assumptions, an accountable owner, and the value worth testing.

02

DESIGN THE AGENT FLOW

Make every action and handoff clear.

Know the sources. Limit the tools. Keep useful context. Coordinate the decision.

Know

Validated stock, demand, open orders, and approved exception rules.

Act

Read permitted records and prepare an exception review.

Remember

Current review context and actions already recorded.

Coordinate

Rules flag exceptions; AI explains; a planner chooses the action.

Approved information
ERP / WMSCommercePurchase ordersAnalytics
  1. 01Planner’s question
  2. 02Check source access
  3. 03Validate & apply rules
  4. 04Explain the evidence
  5. 05Planner decides
A clear route to a person

Missing, stale, or conflicting records go back to the source owner. Failed lookups stop after bounded retries.

See the workflow responsibilities

Bring the evidence together

Validated stock, sales, open orders, and approved forecasts.

Source records stay traceable.

Explain the exceptions

Rules flag the issue. AI adds context and prepares next actions.

Missing or stale data is flagged.

Let the planner decide

A planner checks the evidence and chooses the next action.

Existing approvals stay in place.

Source access follows existing permissions. Requests, retrieved content, and tool outputs are treated as data; they do not grant new permissions. Diagnostic records use approved retention and redact sensitive content.

03

DELIVER WORK YOU CAN USE

From a promising idea to concrete evidence.

01

Source & quality map

Source owners, identifiers, freshness, and preparation gaps.

02

Exception review workbench

A bounded workflow with traceable evidence and human review.

03

Pilot & evaluation plan

Representative cases, baseline measures, and acceptance criteria.

04

Owned enablement roadmap

Priorities, responsibilities, operating support, and release gates.

MEASURE AGAINST THE BASELINE

Compare exception accuracy, review time, source traceability, and planner effort against the current workflow.

04

ENABLE AN OWNED SERVICE

Evidence earns the next step.

A phased plan with an owner and a decision gate at every stage.

  1. 01

    Prepare

    Reconcile the pilot records and agree exception rules.

    Owner
    Operations + data owners
    Evidence gate
    Sources, identifiers, and baseline accepted.
  2. 02

    Prove

    Test the read-only workflow, access, and failure paths.

    Owner
    Delivery + planner lead
    Evidence gate
    Quality and control criteria met.
  3. 03

    Pilot

    Use explanations alongside the existing planning process.

    Owner
    Planner review group
    Evidence gate
    Useful decisions and operational benefit demonstrated.
  4. 04

    Operate

    Assign support, training, monitoring, and cost review.

    Owner
    Operations owner
    Decision
    Expand, improve, extend testing, or stop.

Example workflow. Scope, timing, measures, and release decisions are agreed from your company’s evidence and investment priorities.

MOVE FORWARD WITH CLARITY

Start with the workflow that matters.

Bring the current process, a business owner, and the outcome you want to improve.

Talk through your situation Explore AI Strategy