Agentic AI for Supply Chain

The Agentic AI Platform for Supply Chain & Logistics

$287K saved at Church & Dwight  ·  40+ CJ Logistics sites  ·  93% fewer incidents at Kellanova
  • AI agents that reason across your WMS, TMS, and ERP — autonomously
  • Handle exceptions, coach operators, and optimize fleets without waiting for human intervention
  • Live in weeks, not months — no rip-and-replace of existing systems
  • Deployed at Fortune 500 3PLs, shippers, and manufacturers today
Talk to a supply chain AI specialist

30-minute demo — we'll show you how AiOn works in your operation

Prefer to call? (872) 274-2605

40+
sites at CJ Logistics
$287K
saved at Church & Dwight
93%
fewer incidents at Kellanova
Trusted by leaders in logistics and manufacturing
Kellanova
Church & Dwight
CJ Logistics
Ryder
ID Logistics
Hain Celestial
Wonderful Company
Definition

What Is Agentic AI in Supply Chain Management?

Agentic AI in supply chain refers to autonomous AI agents that perceive data across your logistics systems, reason through complex exceptions, and take action — without waiting for a human to intervene. Unlike traditional supply chain automation, which follows rigid if/then rules and breaks down the moment a situation falls outside the script, agentic AI handles novel problems, queries multiple systems simultaneously, and executes multi-step solutions end to end.

In practice, agentic AI for supply chain management means software that:

  • Monitors your WMS, TMS, ERP, and carrier systems continuously — not just when triggered
  • Detects exceptions and anomalies the moment they occur and investigates root causes automatically
  • Evaluates options across systems and decides on the best course of action based on context
  • Executes — updating records, rerouting shipments, rebalancing inventory, notifying stakeholders
  • Escalates to humans only for decisions that genuinely require judgment

The result is a supply chain that operates closer to real time: fewer exceptions slipping through, less manual coordination, and planners freed from firefighting to focus on strategy. OneTrack's AiOn is the first agentic AI platform purpose-built for warehouse operations and supply chain execution — deployed across 40+ CJ Logistics sites, Church & Dwight, Kellanova, and other Fortune 500 operations.

The Problem

Your systems don't talk to each other

A typical supply chain runs on dozens of disconnected systems. ERP for financials. WMS for warehouses. TMS for transportation. Demand planning. Inventory optimization. Carrier portals. Customer service platforms.

Between these systems sits a human. A planner reconciling forecasts across spreadsheets. A coordinator calling carriers when shipments run late. A service rep toggling between screens to answer a simple question.

This model is breaking. Supply chains are getting more complex. Customer expectations are rising. Labor is scarce and expensive. The humans holding everything together are overwhelmed.

20+
Systems in average enterprise supply chain
70%
Time spent on exception handling
4hrs
Average delay to resolve supply chain exceptions
How Agentic AI Works

How Agentic AI Works in Supply Chain Operations

01

Perceive

Agents connect to your existing systems through APIs. They see data across WMS, TMS, ERP, and other platforms in real-time. No manual integration required.

02

Reason

Unlike rule-based automation, agents understand context. They evaluate situations, weigh tradeoffs, and determine the best course of action for each unique scenario.

03

Act

Agents execute multi-step solutions across systems. They reroute shipments, update inventory, notify customers, and escalate to humans only when necessary.

Use Cases

Agentic AI Use Cases in Supply Chain Management

Exception Handling

Late shipments, inventory shortages, carrier issues. Agents detect problems, evaluate options, and execute solutions before humans even know there's an issue.

Order Orchestration

Complex orders that span multiple warehouses, carriers, and delivery windows. Agents coordinate across systems to optimize fulfillment automatically.

Inventory Optimization

Dynamic rebalancing across locations based on demand signals, lead times, and capacity constraints. Agents make decisions humans don't have time to analyze.

Customer Communication

Proactive updates when issues arise. Agents draft personalized messages, offer alternatives, and resolve problems before customers need to call.

Use Case · Labor Planning

One email. A complete staffing plan.

Your customer sends a new order forecast. AiOn parses the file, pulls 18 months of WMS and HRIS data, models the peak weeks, and sends back a staffing plan — before anyone on your team has opened the original email.

01Input
02Investigate
03Analysis
04Output
01 · Input

You forward
the forecast

Your customer sends a new order forecast. You forward it to AiOn with one question.

aion@onetrack.ai
Fromj.chen@company.com
SubjectQ2 forecast from ABC Corp — need staffing plan
Hey — here's the updated forecast from ABC Corp. Volume is up sharply Q2. Can you map this to our current headcount and tell me what we need for weeks 8–14?
xlsx
customer_forecast_Q2.xlsx
847 rows · 48 KB
02 · Investigate

AiOn pulls
four sources

Without you doing anything, AiOn queries WMS, HRIS, and 18 months of order history simultaneously.

aion~/ops$ analyze-forecast
Parsing forecast_Q2.xlsx…
WMS: 18-month order history
HRIS: 24 associates · 3 roles
Avg UPH: 48.3 units/hr
Modeling peak weeks 8–12…
Skill gap analysis complete
→ Generating staffing plan…
WMS
HRIS
Forecast file
18-mo history
03 · Analysis

Here's what
AiOn found

The agent maps the forecast to actual capacity, identifies the peak window, and calculates the gap by week.

+40%
forecast volume vs. prior year
Wk 8–12
peak demand window
+14 FTE
max headcount gap at peak
3 roles
with skill coverage gaps
04 · Output

Staffing plan
in your inbox

An Excel workbook with week-by-week headcount, role breakdowns, and skill gap flags — sent before you've had to think about it.

📊 Q2 Staffing Plan — Apr 7–18 Generated by AiOn · 10 days · 5 columns
Staffing Plan
By Role
Skill Gaps
Date
Volume
Req.
Avail.
Gap
— Week 1
Mon 4/7
2,100
22
24
−2
Tue 4/8
2,400
25
24
+1
Wed 4/9
2,200
23
24
−1
Thu 4/10
2,600
27
24
+3
Fri 4/11
2,800
29
22
+7
— Week 2 (peak)
Mon 4/14
3,100
32
22
+10
Tue 4/15
3,400
35
22
+13
Wed 4/16
3,200
33
22
+11
Thu 4/17
3,600
37
21
+16
Fri 4/18
3,900
40
21
+19
Persistent Intelligence

An AI that has everything your operation has ever seen

Most AI tools start from zero every session. AiOn doesn't. It maintains a continuous model of your operations — every transaction, sensor reading, and exception — and cross-references anything you send it against everything it already knows.

What AiOn Has Access To
WMS transactions & inventory records
Always
Sensor data & physical ground truth
Always
Labor, safety & fleet history
Always
ERP, TMS, LMS integrations
Always
Files you email: inventory sheets, forecasts, manifests
On demand
AiOn cross-references everything
AiOn in action

A quick message in. A finished report out.

Send a message, question, or file from any channel. AiOn cross-references your live operations data and delivers real work artifacts — directly to whoever needs them.

You send a message — or a file
9:41
Ai
AiOn
● Active now
Dock 7 receiving is 12% below target this shift. Want me to investigate?
Yes — and I'll send the manifest
xlsx
inventory_manifest.xlsx
48 KB · Tap to open
Got it. Cross-referencing against WMS & sensor data now...
Message AiOn...
WhatsApp Text Email
AiOn
WMS
Sensors
Labor
ERP + File
✓ WMS records pulled
✓ Sensor logs scanned
✓ Manifest cross-referenced
✓ Analysis complete
AiOn delivers the work
Reconciliation_Report.xlsx
email
Sarah M. Ops Director
Discrepancy flags · Transaction log
Shift_Summary.pptx
email
Leadership Site Manager
Ops review · Ready to present
"3 discrepancies found. Report sent."
WhatsApp
Night Supervisor
Follow-up closes the loop
Vendor_Dispute_Report.pdf
email
Vendor Acct Mgr Claims Team
Timestamps · Operator IDs · Evidence
Email & Attachments

Send anything, get analysis back

Email an inventory file, a vendor delivery manifest, or a customer demand forecast. AiOn cross-references it against your WMS and sensor data and replies with a complete reconciliation.

WhatsApp & Text

Alerts that actually get seen

AiOn reaches your team in the channels they're already monitoring. A quick WhatsApp message about a developing exception gets attention in seconds, not hours.

Work Products

Real deliverables, not chat responses

Excel workbooks with transaction records. PowerPoint slides ready for your next meeting. Formatted reports you can send to customers or vendors. The agent produces the artifact, you make the decision.

Traditional vs Agentic

Agentic AI vs. Traditional Supply Chain Automation

Scenario
Rules-Based Automation
Agentic AI
Vessel arrives late at port
Sends alert. Human investigates which orders are affected and what to do.
Identifies affected orders, evaluates alternatives, reroutes urgent shipments, notifies customers.
Demand spike for low-stock item
Triggers reorder when threshold is crossed. Often too late.
Detects pattern early, checks alternate sources, balances inventory across locations, expedites if needed.
Customer asks for order status
Agent toggles between 4 systems to piece together answer.
Queries all systems, synthesizes complete status, responds in seconds with proactive updates.
Your planners are manually doing work AI agents can handle automatically.
See it running in your stack — no deck, no proposal, just 30 minutes.
Schedule Demo →
“Supply chain has a ton of data. It’s limited on information and it’s harder to get to the intelligence piece. AI is that bridge.”
Kevin Coleman, CEO, CJ Logistics America
CJ Logistics Kellanova Ryder
See AiOn in your operation
30-minute demo with a supply chain AI specialist

Prefer to call? (872) 274-2605

See AI agents handling your
supply chain exceptions

30-minute demo. We'll show you how AiOn connects to your existing systems and handles the work your team is manually doing today.

See AiOn in your operation 30-min demo with a supply chain AI specialist