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varolio

AI for Manufacturing

Keep production movingClear the work around it

Connect production orders, supplier updates, quality records, and team handoffsFind the coordination that holds a run back, then deploy AI around the next useful actionConnect production orders, supplier updates, and quality recordsFind the handoffs holding production back and automate the coordination

Find your first AI opportunitySee the workflow

Start with your operationNo defined AI use case needed

Factory worker operating industrial machinery.
ManufacturingThe work behind the workflow

The work

Connect production orders, supplier updates, quality records, and team handoffsFind the coordination that holds a run back, then deploy AI around the next useful action

The evidence

  • Production order
  • Supplier update
  • Quality checklist

The first measure

Time to material readiness

01Reconstruct

See what each run is waiting for

Connect the production plan to component availability, quality records, and the latest supplier updatesGive planners a case with an owner and a clear next stepConnect the production plan to component availability, quality records, and supplier updates

Records from several systems converge into one reconstructed case

The operational footprint

Case intelligence

Production Order

RUN-0318

Reconstructed
Owner
Production planning
Current blocker
Component release pending
Next step
Collect the missing release evidence
  1. Record
  2. Update
  3. Current state

Evidence 03

Current blocker

Component release pendingThe next step is assigned to production planning

02Find the friction

Find the handoffs behind the hold

Trace repeated material checks, missing release documents, and slow responsesSeparate the coordination delay from the physical production constraintTrace repeated material checks, missing release documents, and slow responses

Process mining · 356 production orders · last 90 days

Stage

Stuck

Release

320 of 356 production orders reached this step

To get here
3.4d · usually 0.9d
Slowest tenth
9d+
Hit an issue here
31%
Went back here
55 times

Waiting for

supplier 78%us 22%

Where they go next

  • ↺ Materials27%
  • Production73%

03Deliver

Prepare the next stepKeep release decisions with your team

Agents can collect supporting records, prepare supplier follow-ups, and route a complete release packageAuthorized staff make quality and production release decisionsAgents collect records, prepare follow-ups, and assemble release packagesAuthorized staff retain quality and production release decisions

The same context, evidence and controls, from discovery into execution

AI delivery workspace

Customer-specific solution

Collect the missing release evidence

Case contextAgent skillsAction rules
Operational object
Production Order
Actions
Collect evidence, check requirements, route review
Boundary
Sensitive decisions follow your approval rules
Success measure
Time to material readiness

A defined workflow built on your operational model

Examples from live deployments

Where it shows up

Six places this work pays back first, each measured in productionYour own numbers come from the map of your operation

  • Procurement & AP

    Raw material, processing and freight invoices matched across every facility

    Invoice lines auto-verified
    ~95%
    Duplicate payments
    down98%

  • Collections & AR

    Past-due accounts chased and disputed invoices surfaced early, across regions

    Overdue payments
    down25%

  • Orders & call-offs

    Every order owned from the customer commitment to factory delivery

    Time back per person
    up~6 hrs/wk

  • Certificates & traceability

    Test reports, certifications and lot records complete before a lot ships

    Exception to owner
    DaystoMinutes
    Resolved without escalation
    85%

  • Inbound materials

    Materials tracked door to door, with alerts before a production line waits

    Late deliveries
    down27%

  • Leadership

    Every facility, division and season; the cause, not the symptom

    Live exposure total
    Per facility

Value you can account for

See the opportunityMeasure the improvement

Agree what matters before deliveryThen connect the change in the operation to the evidence behind the resultSet the baselineMeasure the changeVerify the value

Example measure

Time to material readiness

Defined together, before deployment

The measurement agreementEvidence first
  1. 01

    Establish the baseline

    Count the work before the solution is deployed

    Cases, effort and waiting time

  2. 02

    Observe the change

    Compare equivalent cases over an agreed period

    Volume, mix and adoption

  3. 03

    Validate the benefit

    Separate time freed from savings actually realized

    Confirmed operational outcomes

  4. 04

    Account for the cost

    Include delivery and ongoing operating costs

    Net value, with assumptions

Validated benefit−Total cost=Net value

The foundation

Your first improvement is a starting point

Each deployment builds on the same operational modelExtend into adjacent workflows as priorities, evidence and readiness allow

Explore the five connected layers

Your next improvement

What keeps your next run waiting?

Let’s explore the coordination behind production readiness, supplier updates and operational handoffsLet’s explore production readiness and operational handoffs

Find your first AI opportunity

No systems need to be connected for the first conversation