Use cases

Examples of work agentic AI can automate 5 of 7

Adjusting production lines and delivery dates after equipment stops

At a fictional factory, equipment on line B stops at 10:20. Another 480 units of product P-12 are needed for the next day's shipment. AI can prepare alternatives, but a manager decides whether to change the production plan.

All companies, people, amounts, times, records and screens here are fictional illustrations, not customer evidence or a claim of deployed features.

01 / Trigger

The information the team first sees

Production planning / TodayLine stopped · 10:20

Illustrative workflow screen

Line B: P-12 · 480 remaining

Current
Line B stopped / restart time unknown
Alternative
Line C: four-hour window from 14:00
Constraint
60-minute setup / quality check required

Factory, product, quantities, times and equipment status are fictional.

02 / Manual workflow

An open time slot is not enough to choose a new line

A manager must compare outstanding orders, downtime estimates and every line's schedule. Setup, quality requirements and staffing also affect the delivery date.

Coordinator's work boardCheck → Decide → Notify
01

Identify affected orders

Check P-12 balance, dispatch time and competing order priorities.

02

Compare capacity and limits

Verify line C availability, setup time, staffing and quality checks with the floor.

03

Coordinate the changed plan

After a decision, align production, quality, dispatch and sales; update the plan ledger.

03 / AI workflow

AI assembles alternatives; the manager chooses

After a downtime alert, AI reads orders, line schedules, staffing and quality requirements. It asks the floor for the restart estimate and presents each alternative with delivery and competing-order impact.

Operations agent progressProduction planning / downtime
01

Compare alternatives

Compare moving to line C, waiting for B and splitting production under the same constraints.

02

Wait for manager decision

A proposal does not modify the plan. Show delivery, quality and other-order impact for approval.

03

Apply the confirmed plan

Update only the approved allocation, notify stakeholders and read back records.

Production planning / downtimeSample conversation
AI
Operations agent

Line B stopped with 480 P-12 units left. Moving to C would start at 14:00, require 60 minutes of setup and a quality check, and finish around 18:00. Tomorrow's dispatch stays possible; order Q-08 moves back two hours. Approve this change?

P
Production manager · Takahashi

I approve the move to C. Tell sales about Q-08. If the quality check fails, hold dispatch and report back.

AI
Operations agent

Updated the plan to allocate the remaining 480 P-12 units to line C. Sent the confirmed schedule to production, quality, dispatch and sales, then checked the plan against the notices.

Here the manager chooses line C. Only then does AI update the plan, send the confirmed schedule to production, quality, dispatch and sales, and compare quantities and times across records.

04 / Information flow

From downtime to a confirmed production plan

A manager's decision separates proposal from plan modification.

Sources

Equipment status alerts

Orders and dispatch schedule

Line, staff and quality rules

Check · decide · act

1Compare constraints and impact

2Present alternatives

3Update after decision

Records and recipients

Production plan ledger

Production, quality, dispatch, sales

05 / Checks and exceptions

Check that everyone has the same confirmed plan

Verify the result

AI compares the approved alternative with the updated plan ledger and reads back the allocation of the remaining 480 P-12 units to line C, line C's slot and Q-08 impact. It checks notice recipients and content, then reports to the manager.

The quality check controls dispatch. Approval of a schedule change alone does not release the product for shipment.

When to pause and hand off

If restart time or staffing changes, or quality conditions fail, AI pauses and returns revised options to the manager.

Make coordination and the change decision visible

Consolidating checks and notices across records lets managers decide with delivery and competing-order impact in view. Measure missing notices and plan discrepancies to assess results.

Start with one product group and two lines, limiting the scope of alternatives, manager approval, plan updates and notices.

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