Metrics & Threshold Agent

Every metric, owned.
Action prepared when the band moves.

The agent works across OTIF, margin, OEE, utilization, and custom KPIs: each with a named owner, green/amber/red bands, and a prepared action draft when a threshold is crossed.

Production Ops WorkspaceNamed metrics with owners and bandsOperations Directors, CFOs, and Metric OwnersMetric reading -> band check -> owner alert -> action draft -> scorecard delivery

See the examples →

Agent in Action

From metric reading to owner action, every band is watched.

Metrics without owners drift for weeks before reviews catch them. The agent assigns threshold crossings to the person who can act — with context and a recommended move attached.

Operational chainMetrics & Threshold

monitor

Named metrics evaluated against configured bands

detect

Band crossing detected (green to amber or amber to red)

route

Alert routed to named metric owner

draft

Prepared action draft generated with context

deliver

Weekly scorecard delivered to Leadership

Operating Model

Owns the measurement loop — so drift reaches the right owner with a prepared response, not a dashboard to interpret.

WorkspaceProduction Ops Workspace

RoleThreshold controller across named KPIs

Trigger modelScheduled metric runs and band-crossing watches

Human controlCustomer or supplier actions triggered by drift require approval

Primary outputOwner alert with prepared action and weekly scorecard

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

Evaluates named metrics against green/amber/red bands on schedule.

Routes band crossings to configured metric owners with context.

Drafts prepared actions when a metric moves from green to amber.

Generates weekly scorecards for Leadership across all metric families.

Tracks owner response and closure against threshold events.

Watches

OTIF, margin, OEE, utilization, and custom KPIs against bands.

Band crossings and sustained drift patterns.

Owner response time against threshold events.

Metric family trends across rolling periods.

Actions

Owner threshold alertnotifyPrepared action draftdraftWeekly scorecarddraftEscalation to Leadershipnotify

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

OTIF drifts from green to amber over three weeks with no named owner action.

Without Zipdata

The drift appears in the quarterly review after service damage is absorbed.

With this agent

The agent detects the band crossing in week one, routes it to the Ops Lead, and drafts a prepared action with affected customers listed.

The gap

The weekly leadership scorecard takes half a day to assemble from five systems.

Without Zipdata

Leadership reviews stale numbers from last Friday.

With this agent

The scorecard arrives Monday at 07:00 — current, band-coloured, and owner-assigned.

Focused Metric Impact

This agent is scoped to quality first, with efficiency 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

Ensures every key metric has a named owner, a band, and a prepared action when a line is crossed.

Efficiency

Replaces manual scorecard assembly with threshold-triggered delivery to the right person.

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

KPI definitions, metric readings, owners, bands, baselines, and action history.

Watches

Band crossings, sustained drift, owner SLA, and metric family trends.

Feeds

Owner alert, prepared action draft, weekly scorecard, and escalation pack.

Tools

Owner notification, action draft, scorecard generation, and audit trail.

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 metrics. Your owners. Your bands. In 48 hours.

We configure threshold watches around your KPI definitions, owners, and band policies, then deliver the first owner alert before we meet.

Every metric, owned.Action prepared when the band moves.