OTIF Risk Agent

Every shipment is a promise.
The agent watches the promise before it breaks.

The agent works across carriers, hubs, lanes, warehouses, and delivery commitments: detecting OTIF risk early, drafting carrier escalations, queuing customer updates, and generating carrier performance evidence.

Production Ops WorkspaceDelivery reliability predictionLogistics Managers and Supply Chain DirectorsDispatch -> pickup -> hub movement -> lane risk -> escalation -> customer update -> scorecard

Explore Use Cases

Agent in Action

From dispatch to delivery, every risk window is watched.

OTIF failures are rarely caused by one dramatic event. They emerge from small misses across pickup, hub, carrier, lane, and customer communication windows.

Operational chainOTIF Risk

trigger

Shipment dispatched from warehouse

monitor

Carrier pickup confirmation tracked

monitor

Hub dwell time compared with cut-off windows

detect

Lane performance drift detected across active shipments

draft

Carrier escalation drafted for ops manager

approve

Customer status update queued when promise is at risk

deliver

Weekly carrier OTIF scorecard generated

Operating Model

Owns the delivery-risk window between dispatch and customer promise, so logistics teams act before an OTIF miss becomes a claim.

WorkspaceProduction Ops Workspace

RoleOTIF risk controller across active shipments

Trigger modelShipment events, lane watches, and scheduled scorecards

Human controlCustomer and carrier messages can require approval

Primary outputAt-risk shipment briefing and carrier evidence pack

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 at-risk shipment briefing.

Drafts carrier escalations when hub detention exceeds cut-off thresholds.

Queues customer status updates before the promise window closes.

Builds weekly carrier and lane scorecards automatically.

Flags lane-level OTIF drift when patterns repeat across shipments.

Watches

Every active shipment against its delivery commitment window.

Hub detention time against cut-off schedules.

Carrier OTIF by lane, customer, carrier, and region.

External disruption flags affecting high-value lanes.

Actions

At-risk shipment alertnotifyCarrier escalation draftapprovalCustomer updateapprovalCarrier 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 shipment sits at hub eight hours past cut-off.

Without Zipdata

The logistics manager learns from the client invoice dispute.

With this agent

The agent detects the risk before breach, drafts escalation, and queues a customer update for approval.

The gap

One carrier runs eight points below benchmark for three weeks.

Without Zipdata

The pattern appears in the monthly carrier review after cost and service damage are absorbed.

With this agent

The agent flags the drift after week one and generates a lane-level summary for the logistics manager.

Focused Metric Impact

This agent is scoped to quality first, with output 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.

Quality

Prevents late and incomplete deliveries by detecting fulfilment risk before customer commitments break.

Output

Protects delivered output by recovering shipments while there is still time to act.

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

Shipments, carriers, lanes, hubs, cut-offs, commitments, and milestone events.

Watches

Pickup delay, hub detention, lane drift, carrier OTIF, and promise-window breach risk.

Feeds

At-risk shipment briefing, customer update, carrier scorecard, and lane performance report.

Tools

Carrier escalation draft, customer notification, scorecard generation, and action audit.

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 lanes. Your carriers. Your customer promises. In 48 hours.

We configure OTIF watches around your shipment data, cut-off windows, and escalation policy, then show the first at-risk briefing before we meet.

Every shipment is a promise.The agent watches the promise before it breaks.