Work Order Assistant

Production on plan, defects stopped at the source

Process-aware agent tracking work order production lifecycle, flagging overdue or unassigned orders

Every week it does for you:

Flags late, stalled and double-booked work orders
Predicts material shortages before orders start
Analyses NCRs and repeat quality defects by supplier

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Quality Inspector — assistant output panel

Skills

13 skills

Production Schedule Optimizer
Finds double-booked work centres, unscheduled work orders and late starts in the production plan.
Yield Improvement
Measures production yield and scrap concentration by work centre on completed work orders.
WIP Monitor
Tracks shop-floor work in progress: completion, ageing, scrap and stalled work orders.
NCR Trend Analyzer
Analyses recent non-conformance reports by defect type and supplier and flags repeat offenders.
NCR EscalationProposes · needs approval
Monitors open non-conformance reports and escalates those overdue for a corrective action response.
Quality Defect Analyst
Identifies recurring defect patterns across inspections by product, supplier and production period.
Inspection Pass Rate
Tracks inspection pass rates by product, supplier and type, alerting when rates drop below threshold.
SPC Control Limits
Monitors quality with statistical process control charts and flags points outside control limits.
Supplier Quality Audits
Schedules and tracks supplier quality audits and flags those overdue or coming up.
BOM Cost Analyzer
Compares planned BOM material cost with actual consumption on completed work orders to find variances.
Material Shortage Predictor
Checks material needs of scheduled work orders against stock to predict shortages before they start.
Production Capacity Planner
Analyses work centre utilization across the schedule to find bottlenecks and spare capacity.
Work Order Delay Monitor
Finds work orders past due or behind plan and alerts the production team.

In chat

Sample questions on live data

Every answer is a proposal inside the asker’s permission scope. Writes still wait for an authorised person.

Is this supplier repeating the same defect?

NCR Trend Analyzer

1.Groups NCRs by supplier and type
2.Shows the trend, not one incident
3.Feeds a proposed vendor score

Evidence for purchasing, not an auto-block.

Which lots are in quarantine too long?

NCR Escalation Agent

1.Finds held lots past the SLA
2.Drafts an escalate-to-QA-lead
3.Does not release stock

An escalation, hold stays until a person decides.

Will we miss materials for next week’s orders?

Material Shortage Predictor

1.Reads BOM vs stock and open POs
2.Names the shortage date
3.Drafts a procurement alert

A planning signal, not a silent substitution.

Nearby apps and assistants

The person decides, not the AI

Every write an assistant proposes waits for an authorised human to approve it. Nothing executes on its own.

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