Procurement & AP
Vendor, import and freight invoices matched; overbilling caught before payment
- Invoice lines auto-verified
- ~95%
- Duplicate payments
- down98%
AI for Retail & distribution
Connect store requests, warehouse records, supplier updates, and delivery evidenceFind the exceptions that create repeated chasing across your distribution operationConnect store requests, warehouse records, and delivery evidenceResolve the exceptions behind repeated chasing

The work
Connect store requests, warehouse records, supplier updates, and delivery evidenceFind the exceptions that create repeated chasing across your distribution operation
The evidence
The first measure
Discrepancy resolution time
01Reconstruct
Connect transfer requests, dispatch records, receipts, and messagesShow the difference between what was expected and what arrivedConnect transfer requests, dispatch records, receipts, and messages
The operational footprint
Replenishment Case
REP-0641
Evidence 01
Record connected
The store receipt establishes the case and its expected requirements
Evidence 02
Update linked
The dispatch record adds operational context to the same case
Evidence 03
Current blocker
Received quantity differs from dispatchThe next step is assigned to distribution operations
02Find the friction
Trace repeated receipt checks, missing documents, and unclear ownershipChoose the handoff that creates the most avoidable workTrace repeated receipt checks, missing documents, and unclear ownership
Process mining · 742 replenishments · last 90 days
Stage
668 of 742 replenishments reached this step
Waiting for
Where they go next
03Deliver
Agents can gather receipt records, draft follow-ups, and route discrepancies to the right ownerStock adjustments and commercial decisions follow your controlsAgents gather receipts, draft follow-ups, and route discrepanciesStock adjustments and commercial decisions follow your controls
Customer-specific solution
Prepare a discrepancy review
Before deployment
Test the workCheck the boundaries
Example execution / REP-0641
The next step, with its context
Examples from live deployments
Six places this work pays back first, each measured in productionYour own numbers come from the map of your operation
Vendor, import and freight invoices matched; overbilling caught before payment
Shortages and damage documented as they happen, with evidence for every claim
Every store request owned from the order to the receipt
Received quantities checked against dispatch, with every gap owned on a timer
Delivery windows confirmed and reschedules handled before a promised date slips
Every store, warehouse and route; the cause, not the symptom
Value you can account for
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
Discrepancy resolution time
Establish the baseline
Count the work before the solution is deployed
Observe the change
Compare equivalent cases over an agreed period
Validate the benefit
Separate time freed from savings actually realized
Account for the cost
Include delivery and ongoing operating costs
Validated benefit−Total cost=Net value
The foundation
Each deployment builds on the same operational modelExtend into adjacent workflows as priorities, evidence and readiness allow
Explore the five connected layersYour next improvement
Let’s explore the work behind stock movements, replenishment and store handoffs, and where Varolio could helpLet’s explore stock movements, replenishment and store handoffs