AI Agents for Apparel & Fashion
We turn apparel workflows into governed AI agents.
From PO exceptions and supplier follow-ups to chargebacks, compliance and inventory decisions, Ariva turns repetitive operational workflows into AI agents that investigate, act within defined limits, and involve your team when judgment or approval is required.
Start with a free 30-minute Workflow Fit Call.
PO Exception Agent
PO 48123
Factory completion
73%
Planned departure
Aug 22
Current forecast
Aug 26
Your team probably has workflows that look like this.
Check. Chase. Decide. Update. Repeat.
The same loop, running today across ERP, email, and a spreadsheet.
ERP — Check open PO exceptions
Spreadsheet — Export affected orders / compare dates and quantities
Email — Request updated completion date from supplier
Supplier response — Completion moved four days
Planner — Check retailer ship window / assess downstream impact
Manager — Approval required for recovery action
ERP — Update plan and status
The opportunity isn’t to replace your systems. It’s to agentize the work happening between them.
How Ariva works
From workflow to working agent.
We don’t begin with a platform.
We begin with the work.
Ariva starts with one real operational workflow, understands how it runs today, determines what an agent can safely take on, and deploys it around the systems you already use.
01 — Discover
Map the workflow, systems, decisions, exceptions and economic value.
02 — Define
Determine what the agent should monitor, investigate, recommend and execute.
03 — Govern
Set authority, limits and approval requirements before consequential actions occur.
04 — Deploy
Connect with the systems and people already running the workflow.
05 — Improve
Measure results, refine the agent and expand only when value is proven.
Start with one workflow. Prove the value. Then expand.
Agent opportunities
What could become an agent?
Some of the best candidates are workflows your teams repeat every day — monitoring systems, investigating exceptions, gathering evidence, following up, making routine decisions, and escalating what needs human judgment.
Example workflow
PO Exception Management
Continuously monitor open purchase orders, production milestones and shipment commitments. Investigate delays, identify downstream risk, follow up on routine exceptions and recommend recovery actions.
Operational flow
Possible agent actions
Monitor·Investigate·Follow up·Recommend·Escalate
These are starting points, not a fixed catalog. The best agent opportunity may already be hiding inside a workflow unique to your operation.
Find a workflow worth agentizingGovernance
Governed by design.
Agents should have authority — not unlimited autonomy.
AI agents become useful when they can do more than recommend. But consequential actions need boundaries.
Every Ariva agent is designed with explicit permissions, limits, approval points and evidence capture — so the agent knows what it can do, what needs a person, and what it must never do.
Routine action within authority.
Valid action requiring human authorization.
Outside authority or policy.
Concrete scenario
Agent proposes: Upgrade shipment to air freight — $6,800
Agent spending authority
$2,500
Customer exposure
$28,000
Shipment priority
High
Approver: Logistics Director
After approval
Design principles
Defined authority
Exactly what the agent may access and do.
Human approval where it matters
High-consequence actions pause for the right person.
Evidence around action
Record proposal, authorization, execution and outcome.
Fail safely
Insufficient confidence or policy means escalation rather than improvisation.
One agent can govern itself. Twenty agents need a control plane.
Ariva Fabric provides lightweight governance for individual Ariva agents. As organizations deploy more agents across teams and systems, Arbiter adds centralized policy, authorization, approvals and evidence.
Start with one workflow.
You don’t need to transform your entire operation to start using AI agents.
Bring us one workflow that consumes too much time, creates too many exceptions, requires constant follow-up, or costs the business when something gets missed.
We’ll help determine whether it should become an agent.
01 — Talk
Free Workflow Fit Call
Walk us through the workflow — how it works today, where the friction is, who is involved, and what happens when things go wrong.
We'll tell you whether we believe it's a strong candidate for an AI agent.
Free · 30 minutes · No obligation
02 — Discover
Workflow-to-Agent Discovery
If the opportunity is real, we design it properly.
We map the workflow, systems, decisions, exceptions and approvals. Then we define what the agent should handle, what should remain human, and what measurable business value the agent needs to create.
03 — Build
Production Agent
Deploy the first working agent around your existing operation.
Start with a focused production use case, measure what changes, and expand only when the results justify it.
Hours saved·Exceptions resolved·Cycle time reduced·Losses prevented·Revenue recovered
One workflow. One measurable outcome. Then the next.
Not every workflow needs an agent. We’ll tell you when we don’t think yours does.
No platform replacement. No enterprise-wide transformation program. Start where the value is.
Start with a free 30-minute Workflow Fit Call.
Why Ariva
Built for the work behind apparel.
The hard part isn’t the AI.
It’s understanding the work.
We start with the workflow — not the model.
Understanding decisions, exceptions and operational context comes before choosing technology.
We work with the systems you already have.
ERP, PLM, EDI, WMS, email, spreadsheets, supplier systems and APIs.
Governance is part of the agent — not an afterthought.
Define authority and approvals before the agent takes consequential action.
Style
SKU / Size / Color
PO
Factory
ASN
Shipment
Retailer
Deep apparel context. Production AI agents. Governance by design.
That’s Ariva.
Have a workflow in mind?
You don’t need a portfolio of agents or an enterprise-wide AI program.
Bring us one repetitive, exception-heavy workflow. We’ll help you determine whether an AI agent can take meaningful work off your team — safely, measurably, and around the systems you already use.
Start with a free 30-minute Workflow Fit Call.