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Operations IntelligenceWorkflow walkthrough

See what needs attention across the shift.

The shift ends below plan, with units on hold and an order due that day. The operating workflow connects production, quality and dispatch records so the team can see what needs attention.

3D production-line model with roller conveyor, two process stations, an operator console and a separate amber material-hold tray
Operating review OP-001 / Manufacturing
Operating context
Line 2 / Shift report
Accepted / planned
198 / 240 units
Recorded downtime
42 minutes
Quality status
12 units on hold

The end-of-shift picture

The reports arrive.
The explanation doesn't.

A production report can show a shortfall without explaining it. Maintenance, quality and dispatch records hold other parts of the story.

Before anyone promises a delivery, the team needs to know which units are available. The stock snapshot predates the handover, and the quality hold is still open.

The operating questionWhat needs checking before we can commit to dispatch?
Line 2 / Shift handoverOP-001 · 14:00
Production record · accepted units
Planned240
Accepted198
Downtime log
42 minutes recorded. Cause code awaiting confirmation.
Quality register
12 additional units on hold. Disposition pending.
ERP inventory
Latest stock snapshot: 11:30. Not reconciled with this shift.
Dispatch record
Order M-104 due today. Release pending.

Units on hold are tracked separately from accepted output.

Comparing the records

Show the shortfall.
Don't guess the cause.

Compare records for the same line and shift against the production plan. Keep exceptions alongside the evidence, without treating a nearby event as an explanation.

OP-001 / From records to next steps
05

Shift records.
One view.

See what needs attention.

A shortfall is not a diagnosis.

  1. 01Link records
  2. 02Flag issues
  3. 03Next steps
OP-001 / AI Fauj interpretation

What needs checking on Line 2

Open exceptions
Recorded exception

42 accepted units
below the shift plan.

198 accepted against 240 planned. The records show the shortfall, but not its cause.

Source: Line 2 shift record
Unresolved record / QualityResolve the 12-unit quality hold.
The held units are not available for dispatch unless their quality disposition allows release.
Possible contributorDowntime in the same shift
The stoppage may be relevant, but its effect on output is not established by the log. It is not a confirmed cause.
Data freshnessInventory last updated at 11:30
Check the current stock position and the requirements of order M-104 before making a delivery commitment.
Prepared for investigationCheck source updates before committing stock or dispatch

Follow up on the open records.

Downtime context
Match stoppage logs to the shift and flag missing cause codes.
Quality status
Track held units and the disposition recorded in the quality system.
Stock freshness
Check stock against the order requirements and dispatch window.

Connect follow-up actions to the systems and teams responsible for each record.

Workflow design

Choose what happens
when an issue appears.

A system could refresh a report or send an exception to the responsible team automatically. You define the actions it may take, the evidence it needs and when a person should step in.

Operations capabilities and workflow configuration
System layerHow AI helpsConfiguration
Operating pictureCompare related records with the plan and flag missing updates.Line and shift mappings, reporting cadence and freshness thresholds.
InvestigationShow the evidence for a possible cause and what remains unconfirmed.Event correlations, escalation criteria and required evidence.
Quality & dispatchTrack open holds and check whether stock records support delivery commitments.Disposition data, release rules and permitted downstream actions.
System actionsUpdate connected workflows when defined conditions are met.Automatic execution, exception routing or optional approval steps.

Inside your operation

Start with one line.
Use the records you have.

Choose a shift review your team already runs. Agree what each record means and how recent it needs to be before connecting the systems.

Existing business systemsAgreed access only
Production & maintenance
Plans, shift reports, downtime events and maintenance logs
Quality & inventory
Rejection records, holds, dispositions and stock snapshots
Orders & dispatch
Pending orders, delivery commitments and release status
Three source modules connected through an intelligence layer to an operating workflow
AI FaujKeep the shift review up to date.

Compare the latest records with the plan, show unresolved issues and follow the configured rules for each action.

Execution modelAutomatic where your rules allow.
  • Bring the shift records into one review
  • Spot missing or outdated updates
  • Discuss exceptions with the evidence in view
  • Send open issues to the responsible team
  • Keep unresolved items on the agenda

Beyond this case study

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