← Agents

Operations Agent

The order book, watched.
Briefings before the stand-up. Updates before the call.

The agent works across the order book, production stages, dispatch, and delivery commitments: generating the morning briefing, flagging OTIF and promise-date risk, drafting customer updates, and queuing consequential actions for approval.

Production Ops WorkspaceOrder book and delivery controlOperations Directors, Plant Managers, and Fulfilment LeadsOrder receipt -> production tracking -> dispatch -> OTIF watch -> customer update -> morning briefing
See the examples →

Agent in Action

From order receipt to delivery promise, every risk window is watched.

Operations control fails in the gaps between ERP, email, dispatch, and customer communication. The agent keeps those gaps visible while there is still time to act.

Operational chainOperations
trigger

Order enters the active book or stage changes

monitor

Production stage tracked against SLA and backlog trend

detect

OTIF and promise-date risk flagged before the window closes

draft

Morning order-book briefing generated for Ops Lead

approve

Customer status update queued when promise is at risk

deliver

Weekly OTIF and fulfilment scorecard generated

Operating Model

Owns the order-to-delivery control window — so the team manages exceptions instead of assembling status across systems.

WorkspaceProduction Ops Workspace
RoleOrder-book controller across active fulfilment
Trigger modelOrder events, daily cadence, and OTIF watches
Human controlCustomer-impacting updates wait for approval
Primary outputMorning order-book briefing and exception queue

Runtime Duties

What it executes, watches, and queues for approval.

This is the practical operating surface: the checks it runs, the work it performs, and the actions that stay governed.

Executes

Generates the daily order-book briefing by customer, SKU, stage, and risk.

Flags OTIF drift and promise-date risk before the delivery window closes.

Drafts customer status updates when an order deviates from its commitment.

Escalates orders stuck in a stage past the configured dwell time.

Builds weekly OTIF and fulfilment scorecards automatically.

Watches

Every active order against its SLA and promise window.

Backlog build-up by production stage before it reaches dispatch.

OTIF drift by customer, SKU, carrier, and region.

Orders signed but not released into production inside the expected window.

Actions
Morning order-book briefingdraftOTIF risk alertnotifyCustomer updateapprovalFulfilment scorecarddraft

Operational Scenarios

What changes when the agent is actually running.

The point is not a smarter dashboard. The point is the moment between a gap appearing and the team being able to act on it.

The gap

A high-volume order enters dispatch but the carrier has not confirmed pickup.

Without Zipdata

The ops manager finds out from the customer complaint call.

With this agent

The agent flags the gap before the window closes and drafts a carrier escalation for one-click approval.

The gap

OTIF on a key customer drifts for three weeks before anyone connects the pattern.

Without Zipdata

The issue appears in the monthly review after service damage is absorbed.

With this agent

The agent flags the drift after week one and adds it to the morning briefing with affected orders listed.

Focused Metric Impact

This agent is scoped to output first, with quality as the secondary gain.

Zipdata agents are not generic metric coverage. Each one owns a focused process slice and is measured against the operating outcomes that process can actually move.

Output

Protects throughput by keeping every active order moving toward fulfilment and catching backlog before it compounds.

Quality

Prevents OTIF misses by detecting promise-date risk and delivery drift before customer commitments break.

How It Is Operationalised

The platform setup underneath the agent.

Behind every named agent is a workspace configuration: typed data, watches, feeds, tools, approvals, and memory.

Data layer

Orders, customers, SKUs, stages, shipments, carriers, commitments, and dispatch events.

Watches

Stage dwell time, OTIF drift, promise-window breach risk, and backlog build-up.

Feeds

Morning order-book briefing, customer update, OTIF scorecard, and exception dashboard.

Tools

Customer notification draft, record update, carrier escalation, and approval queue.

Runs Inside a Workspace

Production Ops Workspace

This agent is one program running against a shared workspace: connected entities, analytics, watches, feeds, tools, and approval policies. The same workspace can host several agents, each focused on a different process and metric pair.

Data Hub entitiesAnalytics and watchesFeed outputsTool grantsApproval history

See it live in your operation

Your order book. Your promise windows. Your morning briefing. In 48 hours.

We configure the Operations Agent against your order entities, SLA definitions, and escalation policies, then deliver the first briefing before we meet.