Inventory and decision-science automation

Inventory and campaign decisions need governed workflows that validate signals, trigger action, and keep feedback loops fresh.

Mage

I mapped this retail use case as a Mage workflow.

  • connect order systems, stock feeds, experiments, warehouses, and store systems
  • validate freshness, SKU rules, store scope, exceptions, and action readiness
  • trigger SKU actions, alerts, tickets, dashboards, and recommendation inputs
  • register decision context and feedback loops for future runs

You can inspect input freshness, rule checks, SKU decisions, action targets, exceptions, and feedback context before inventory actions reach teams or systems.

From retail source chaos to governed action

Use Mage as the execution layer between the specific sources, validation rules, governed delivery targets, and reusable context this retail workflow needs.

Move Stripe customer data into BigQuery every weekday before 8am.

Map decision signals. Join order systems, stock feeds, warehouse tables, experiments, product rules, and branch or store systems.

Why did revenue freshness drop?

The Stripe ingest arrived 42 minutes late, delaying the customer revenue model.

Stripe ingest delayed 42 min

Validate SKU decisions. Validate stock freshness, SKU rules, store scope, experiment state, exception handling, and action readiness.

Customer syncRun delayed
Inspect run
Late source foundRetry availableOpen logs

Register decision context. Capture rules, eligibility checks, decision context, action results, feedback loops, and recommendation evidence.

Pipeline
Table
Chart
File
AnswerRevenue freshness dropped after the Stripe ingest arrived late.

Deliver operational action. Trigger reviewed SKU actions, alerts, tickets, dashboards, product updates, recommendation inputs, and operator queues.

How Mage automates inventory and decision science

Mage turns inventory and decision science into governed workflows that create action, not just dashboards.

Run the inventory decision workflow. Join order and stock signals, validate SKU rules, trigger reviewed actions and alerts, and register recommendation context.

The inventory decision workflow is ready to review. I joined demand and stock signals, validated rules, prepared SKU actions, published alerts, and registered decision context.

Customer activity
3open support tickets34 daysto renewal

Start with the decision. Start with the stock decision, store action, SKU rule, replenishment alert, or recommendation workflow that needs fresh inputs.

Join decision signals. Connect order systems, stock feeds, warehouse tables, experiment data, product rules, and store or branch systems.

Validate decision gates. Validate stock freshness, rule boundaries, experiment status, store scope, SKU eligibility, and action readiness.

Model SKU logic. Make stock rules, decision-science logic, eligibility checks, and recommendation features inspectable before actions fire.

Publish reviewed actions. Trigger SKU actions, alerts, tickets, product updates, dashboards, recommendation inputs, and operator review queues.

Register decision context. Capture decision rules, store scope, SKU context, exception handling, feedback loops, and recommendation evidence.

What the workflow includes

Assemble decision signals Mage combines order systems, stock feeds, warehouse tables, experiments, store or branch systems, and product rules in one inspectable decision workflow.

Validate SKU actions Freshness, stock-rule, experiment, store, SKU, and exception checks run before decisions trigger actions, alerts, tickets, or recommendations.

Learn from outcomes The workflow records action results, feedback loops, decision context, and recommendation inputs so future runs and agents can explain what changed.

Use case details

The workflow view shows sources on the left, Mage execution in the middle, and governed outputs plus AI context on the right.

Business problem

Inventory and campaign decisions need governed workflows that validate signals, trigger action, and keep feedback loops fresh.

Mage workflow story

Automate order, stock, warehouse, experiment, store, SKU-action, alert, ticket, recommendation, and feedback-loop workflows.

Workflow diagram

Order systems, stock feeds, warehouse tables, experiments, and branch/store systems feed Mage decision workflows that trigger SKU actions, alerts, tickets, and recommendation context.

Bring Mage the order systems, stock feeds, warehouse tables, experiments, store systems, and SKU rules behind inventory decisions. Mage will map the decision workflow, validation gates, action outputs, and feedback context.