One source of truth
Unify MES, ERP, quality and maintenance data into one governed model — no more reconciling spreadsheets across the plant.
← All use cases
Wayak for Manufacturing
Run the floor on real-time data.
Wayak unifies production, quality and maintenance data so your team catches cost overruns and downtime before they spread across the line.
MESERP · SAPQuality DBMaintenance logsSpreadsheets
Illustrative Wayak workflow01 · Detect and route
Sanitized demo workspace
Work-order cost overrunsNorth Plant operations · illustrative Wayak workflow
Wayak has this page in context
Ask Wayak what needs attention in work-order cost overruns...↑
Work orders watched
184Margin at risk
$42.8kExceptions today
7 Records requiring attentionUpdated now
WO-10482Axle housing · Line 3Actual cost 11.8% above standard+$1,950Review
WO-10471Rotor assembly · Line 1Scrap drift isolated to shift B+4.2%Review
What the operating loop is built to moveIllustrative workflow indicators—not customer-reported results.
DaysFrom data to live automation
24/7Cost, scrap & downtime watch
Same-dayVariance flagged, not at month-end
Where Wayak creates leverage
Built around the real constraints in manufacturing.
The platform connects the fragmented evidence, focuses agents on the decision, and moves the right exception to the right person.
Catch problems early
Agents watch cost, scrap and downtime continuously and flag drift before it spreads down the line.
Live in days
Stand up your first variance or maintenance automation in days, then compound from there — not a multi-quarter rollout.
See the operating layer
Every pain point becomes a visible, governed workflow.
Switch between three manufacturing examples. The product surface, data, finding, and controlled next action all change with the work.
Work-order cost overruns
Overruns surface weeks later in month-end reporting, long after the job is closed.
Value createdOverruns flagged the same day — not at month-end.
Sanitized demo workspace
Work-order cost overrunsNorth Plant operations · illustrative Wayak workflow
Wayak has this page in context
Ask Wayak what needs attention in work-order cost overruns...↑
Work orders watched
184Margin at risk
$42.8kExceptions today
7 Records requiring attentionUpdated now
WO-10482Axle housing · Line 3Actual cost 11.8% above standard+$1,950Review
WO-10471Rotor assembly · Line 1Scrap drift isolated to shift B+4.2%Review
One operating loop
From fragmented signal to accountable action.
Wayak keeps the source, agent judgment, human control, and output on one visible path.
Connect
Bring MES, ERP · SAP, Quality DB into one working context.
Understand
a cost-variance agent that reconciles planned vs. actual on every work order
Operate
a daily variance report that alerts the plant manager the moment a job runs hot
Control
Pause at the human decision, retain the evidence, then write the approved outcome back.
Grow from the first win
A focused starting point. A reusable operating system.
Begin with the workflow that hurts most, then reuse the context and controls across adjacent manufacturing work.
Production cost tracking
Flag work-order cost overruns daily with automated variance alerts.
Quality tracking
Surface defect trends by line, shift and supplier as they emerge.
Shift performance
Compare output, yield and scrap across shifts and crews.
Maintenance scheduling
Predict and schedule maintenance before equipment fails.
Material variance
Catch material usage and price variances the moment they happen.
Designed for real operations
Automation that shows its work.
Move faster without hiding the evidence, collapsing organizational boundaries, or handing judgment to a black box.
Evidence stays attached
Every finding keeps the source records and context that produced it.
People own judgment
Consequential decisions pause at an explicit human approval gate.
Access follows the workspace
Data, agents, and workflows stay inside the right organizational boundary.
Every run is visible
Teams can inspect the path from incoming signal to final writeback.
Bring us the manufacturing workflow everyone hates.
We’ll turn its scattered context, repeated judgment, and manual follow-up into a governed system your team can build on.