Services

AI & Machine Learning · Order Routing

Intelligent Order Routing

Route every order to the right warehouse the first time. When an order hits your system, someone decides which warehouse ships it — usually based on habit, proximity, or whoever answered the phone. AI order routing makes that decision in real time, optimizing across inventory availability, shipping cost, delivery speed, and warehouse workload.

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01

The Problem

Order Routing by Habit, Not Optimization

Automation problems begin when a tool is introduced before the normal path, exception path, decision rights, evidence, and human-control points are explicit.

01

What leaders see

Routine work still waits for individual follow-up.

Documents, orders, approvals, alerts, and exceptions remain trapped in inboxes and personal work queues.

02

What is actually happening

Rules and ownership are not executable.

Inputs, thresholds, approvers, escalation, evidence, and closure conditions vary by person or situation.

03

What gets worse

Automation scales an undefined process.

Work moves faster without becoming more reliable, explainable, or accountable.

02

What Changes

What Intelligent Order Routing includes.

When an order hits your system, someone decides which warehouse ships it — usually based on habit, proximity, or whoever answered the phone. AI order routing makes that decision in real time, optimizing across inventory availability, shipping cost, delivery speed, and warehouse workload.

01

Multi-Factor Routing Optimization

AI evaluates inventory availability, shipping cost, delivery SLA, warehouse workload, and carrier rates simultaneously for every order. The routing decision balances all factors — not just the one the CSR happened to check.

02

Real-Time Inventory Visibility

Live inventory state across all warehouses and fulfillment locations. Routing decisions use current stock, not batch-updated counts that were accurate 4 hours ago.

03

Split Shipment Avoidance

The model identifies when a single-source fulfillment is possible and routes accordingly. When splits are unavoidable, it optimizes the split to minimize total cost and maximize delivery consistency.

04

Carrier Rate Optimization

Integrate carrier rate tables and real-time quotes into routing decisions. The model factors in negotiated rates, dimensional weight, zone pricing, and delivery speed requirements.

05

Business Rule Enforcement

Hard constraints for customer-specific routing (dedicated warehouse assignments, territory restrictions, hazmat handling requirements) are enforced before optimization runs. Rules override the model when required.

06

ERP & WMS Integration

Routing decisions push directly to your ERP and WMS for pick/pack/ship execution. No manual order re-entry or warehouse assignment after the routing decision is made.

03

How It Fits Your Operations

How Intelligent Order Routing fits your operation.

Workflow and Exception AutomationWhich repeatable work can move automatically, which decisions require review, and how exceptions are assigned and closed.
Governance dependencyAutomation needs stable rules, trusted inputs, accountable owners, human-control points, and a defined response when conditions fall outside the normal path.
Work, decisions, and evidence involved
requests
documents
approvals
alerts
exceptions and audit history

What must be defined before engineering begins

  • What the business needs to change and why.
  • Which systems, records, risks, and readiness gaps shape the work.
  • What should be built, how it fits the architecture, and in what order.

Related Services and Planning

What the operating problem may require next.

Follow the dependencies behind this service instead of treating it as an isolated project.

Start With the Operating Problem

Define the smallest sound response and delivery sequence.

Metrotechs determines what the operation actually requires before selecting technology. When a structured assessment is warranted, Launchpad turns evidence into priorities, risks, architecture, and an implementation Roadmap.

Discuss the Operating ProblemExplore Launchpad
Metrotechs designs, builds, integrates, and supports the approved solution.
Launchpad is available when the engagement needs assessment evidence, a Roadmap, and ongoing delivery governance.

04

Delivery sequence

How Metrotechs delivers Intelligent Order Routing.

When an order hits your system, someone decides which warehouse ships it — usually based on habit, proximity, or whoever answered the phone. AI order routing makes that decision.

01

Fulfillment Network Assessment

Map your warehouse network, carrier relationships, inventory distribution, and current routing logic. Quantify the cost of suboptimal routing — excess shipping, split shipments, and delivery misses.

02

Optimization Model Design

Define the objective function (minimize cost, maximize speed, balance workload) and constraint set (inventory, carrier, customer rules). Design the routing algorithm architecture.

03

Historical Analysis & Training

Train the model on historical order and shipment data. Benchmark AI-optimized routing against actual historical routing decisions to quantify improvement potential.

04

System Integration

Connect to your ERP order management, WMS, and carrier/TMS systems. Routing decisions fire at order entry and push fulfillment instructions downstream in real time.

05

Production & Tuning

Deploy with fulfillment cost dashboards, on-time delivery tracking, and continuous optimization. Retune as warehouse capacity, carrier rates, and inventory distribution change.

05

FAQ

Questions that usually decide the scope.

Straight answers to what operators ask before committing budget to this work.

Sub-second. The model evaluates all fulfillment options and returns the optimal route in under 500ms at order entry. Your CSR or e-commerce system gets an instant answer — no manual warehouse lookup required.