Hire a digital coworker for every decision between the forecast and the delivered order
A delivery date is agreed in a moment and then has to survive a forecast, a capacity check, a stock position, a warehouse shift and a carrier. Nothing on that route announces the moment it stopped being achievable. Those points are where the digital coworkers stand, inside the systems you already run.
A delivery date can become impossible long before the order is late
Every check on this chain is real and every one of them passes on its own. What no check covers is the interval between a promise being made and the reality that was meant to support it, and the sequence does not wait for the person who would have known what to look for.
78%
of planning leaders name forecast inaccuracy a top internal challenge, ahead of visibility and system limits
BCG Supply Chain Planning, 2026
4 of 4
Perfect order needs on-time, in-full, damage-free and documentation-accurate all at once, and the four multiply
Perfect order performance as defined by APQC
USD 1.7tn
of excess working capital across the 1,000 largest US public companies, with inventory still lagging
The Hackett Group, 2025
25pts
Forecast-accuracy gap between the highest and lowest planning maturity, which systems alone did not explain
BCG Supply Chain Planning, 2026
Where the pressure shows up
Demand volatility
Trade, geopolitics and supply move together, and a planning team absorbs those conditions rather than resolving any of them.
Who feels itChief Supply Chain Officer · on-time-in-full
Four green lights
On-time, in-full, damage-free and documentation-accurate are each tracked and reported apart, then multiply into one number.
Who feels itHead of Supply Chain · perfect order rate
The override
Sales lifts a line, operations trims another, neither judgement is written down, and a miss can only be argued about afterwards.
Who feels itDemand planning manager · forecast bias by segment
The stock check
Stock is the one number anyone can see quickly, so the date gets promised against it and capacity is simply assumed.
Who feels itSupply planning lead · commitments verified against live capacity
Stock as capital
Safety stock and reorder points outlive the demand pattern they were calculated against, and nobody reviews thousands of lines.
Who feels itInventory planning manager · inventory turns
The plan on paper
The numbers reconcile and the system shows green while constrained material, real capacity or a dock slot says otherwise.
Who feels itS&OP lead · plan attainment
The first half of this chain sets the delivery date and the second half keeps it
Plan to Fulfil starts with expected or actual demand and ends when the right product is available and moving through the network as promised. It balances service, cost, cash and resilience, and the number it answers to is on‑time‑in‑full at the lowest inventory that achieves it.
The canonical sequence
PlanningEverything before the commitment is preparation
ExecutionEverything after it is somebody keeping the promise
01
Forecast Demand
Sense and explain
DDAMON
02
Plan Supply
Test feasibility
·Held by your team
03
Promise
Available and capable to promise
SSOFIA
04
Make or Buy
Execute
·Held by your team
05
Warehouse
Pick and dispatch
WWARDA
06
Ship & Deliver
Transport
LLUCIANO
Alongside the line
Inventory positioning
Safety stock, reorder points and transfers recomputed against the demand and the lead times execution actually reports, so the plan and the warehouse hold the right stock
SSTELLA
Who owns this chain today
Enterprise owners
Chief Supply Chain Officerthe whole sequence
Operations leadershipexecution
The S&OP forumthe planning number
Human roles
Demand planners
Supply planners and S&OP leads
Inventory controllers
Logistics coordinators
Warehouse supervisors
Upstream inputs
Demand signal and order intakeLead to Cash
Supplier capability and lead timesSource to Pay
Asset availabilityAcquire to Retire
Downstream consumers
The promise dateLead to Cash
Inventory valuation and cost of goodsRecord to Report
A broken promise, as a service contactIssue to Resolution
A digital coworker takes a position on the chart and answers for it
Read down any position on a chart and it tells you who is accountable for it, what its holder may do without asking, and who picks up the call that is not theirs to make. A digital coworker is written up the same way, and the answers do not change because the holder is not a person.
Turns a requested delivery date into a promise the chain can keep, and names the constraint when it cannot. Your planner approves the date.
Authorised · Logged · Reversible
SP
Supply planning · Order promising
2 participants
Feasibility requested
S
SOFIAOrder Promising
Order request ORD‑71408 asks for 24 April on all three lines. ATP clears two. CTP will not clear line 3 on that date. A stock check on its own would have passed this order and found the shortfall after the promise was made. I have not committed anything.
Customer
Northmoor Foods
Line
3 of 3 · 1,800 units
Requested
24 April 2026
Constraint
Production window, not stock
S
SOFIA
Full quantity clears on 29 April. All three lines clear on 24 April at 1,150 units. I propose to book two schedule lines against confirmed capacity, 1,150 on 24 April and the balance on 29 April, and give the order desk the production window as the constraint. Shall I proceed?
SP
Supply PlannerSupply planning
Proceed with the split. Make sure the order desk has the constraint in writing so they can tell the customer why.
Seen by SOFIA
S
SOFIAOrder Promising
Booked as two schedule lines against confirmed capacity. Order desk notified with the production window named as the constraint.
Date committed by the Supply Planner.
11:07 · Checked against live capacity
before the commitment
Reply to SOFIA
Each of the five positions has a written boundary and a planner above it
The interesting line on each one is the boundary: what the holder settles alone, what it has to put in front of a planner, and what it may not touch at all. On a warehouse floor that separation is the thing being bought, because moving work between people without a supervisor deciding solves a throughput problem by creating a different one.
Swipe across the five positions
Forecast
Forecast Demand
Plan Supply
Promise
Make or Buy
Warehouse
Ship & Deliver
D
Demand Planning
DAMON
Demand Analysis, Modelling and Outlook Navigator
Plan to Fulfil · PXN-P2F-001
Owns
Keeps the forecast honest and explained, so the planning number is one people will defend.
Boundary
Assembles the pack and logs the assumptions. The S&OP forum sets the number.
Measured on
Forecast accuracy at the decision level
Forecast bias by segment
Overrides with a recorded rationale
Skills
Refreshes the statistical baselineSeparates signal from data defectAttaches comparable historyTests signal at each levelRecords every assumption and authorMeasures bias by segment
Authorised · Logged · Reversible
Work chart
AccountableChief Supply Chain Officer
Owns the workS&OP lead
Position held byDDAMON
Escalates toDemand planning manager · S&OP forum · Supply planning
TodayAn override nobody recorded cannot be diagnosed when the forecast misses.
With DAMON in the roleThe consensus meeting spends its time on judgement rather than on reconciling spreadsheets.
Converts a requested delivery date into a capacity-backed promise and a feasible production response.
Boundary
Checks, simulates and books. The planner approves the date.
Measured on
Commitments verified against live capacity
Time to return a feasible date
Promise reliability and schedule adherence
Skills
Reads plain-language order requestsRuns available to promiseRuns capable to promiseAnalyses bill of material constraintsSimulates the shortfall and alternativesBooks the capacity-backed date
Authorised · Logged · Reversible
Work chart
AccountableSupply chain leader
Owns the workS&OP lead
Position held bySSOFIA
Escalates toSupply planning lead · S&OP forum · Commercial leadership
TodayThe honest answer spans several systems, so a stock check stands in for it.
With SOFIA in the roleOne date across sales and supply, produced once and traceable to its evidence.
Inventory
Forecast Demand
Plan Supply
Promise
Make or Buy
Warehouse
Ship & Deliver
S
Inventory Planning and Optimisation
STELLA
Stock, Turnover, Excess, Level and Location Advisor
Plan to Fulfil · PXN-P2F-003
Owns
Recomputes inventory parameters against the demand and the lead times you actually have.
Boundary
Proposes the change with its cost. The inventory controller approves.
Measured on
Inventory turns
Stockout frequency by segment
Working capital released at maintained service level
Skills
Recomputes safety stockModels service against working capitalFinds slow movers and excessProposes transfers, not purchasesSurfaces write-down exposureDetects lead-time drift
Authorised · Logged · Reversible
Work chart
AccountableCFO and Chief Supply Chain Officer
Owns the workInventory planning manager
Position held bySSTELLA
Escalates toInventory controller · Finance, for write-downs · Source to Pay, for lead-time drift
TodayReviewing thousands of lines item by item is a task that never reaches the top of anyone’s list.
With STELLA in the roleWorking capital released without buying it with service, because the trade-off is on every proposal.
Warehouse
Forecast Demand
Plan Supply
Promise
Make or Buy
Warehouse
Ship & Deliver
W
Warehouse Operations
WARDA
Warehouse Activity, Replenishment and Dispatch Advisor
Plan to Fulfil · PXN-P2F-004
Owns
Aligns work priority with the labour, equipment, inventory and outbound commitments actually available.
Boundary
Screens, detects and proposes at zone, wave and shift level, never by named person. Reallocating work between people is the supervisor’s call, without exception.
Measured on
On-time wave and dispatch completion
Pick accuracy and short-pick rate
Task stall duration and queue dwell
Skills
Screens released work for feasibilityDetects stalled tasksPredicts replenishment shortfallsMatches labour to qualificationReasons across dock cut-offsAnalyses slotting by movement
Authorised · Logged · Reversible
Work chart
AccountableOperations director
Owns the workDistribution centre manager
Position held byWWARDA
Escalates toDistribution centre manager · Maintenance and transport · Inventory control
TodayA wave released against blocked stock or a closing dock slot is discovered mid-shift.
With WARDA in the roleInfeasible work is caught before release rather than after a picker has walked to it.
Transport
Forecast Demand
Plan Supply
Promise
Make or Buy
Warehouse
Ship & Deliver
L
Logistics Visibility
LUCIANO
Logistics Update, Consignment, In-transit Alert and Notification Officer
Plan to Fulfil · PXN-P2F-005
Owns
Turns fragmented transport events into an early, owned intervention.
Boundary
Normalises, ranks and drafts. Any communication to a customer is sent by a person.
Measured on
Shipment visibility coverage
Exception detection-to-ownership time
Delays detected before customer contact
Skills
Normalises carrier eventsCorrelates movements to ordersDetects missing milestonesSpots pace anomalies by laneRanks exceptions by runwayCosts the recovery options
Authorised · Logged · Reversible
Work chart
AccountableChief Supply Chain Officer
Owns the workLogistics manager
Position held byLLUCIANO
Escalates toAccount management · Supply chain · Source to Pay, for carrier performance
TodayStatus lives in as many carrier portals as you have carriers.
With LUCIANO in the roleA delay detected from movement data rather than from the customer, while a routing decision is still available.
Hiring into this chain puts a holder on every decision the promise depends on
Five digital coworkers hold posts across this chain, from the
forecast that sets the plan to the carrier event that confirms it arrived, and each is
measured on one number. How much it moves for you is sized from your own data in the first session.
Every override attributed
A change to the forecast is recorded against its author with the evidence beside it, so a miss is diagnosed rather than debated.
KPIDIncreaseOverrides with a recorded rationale
A date checked before it is given
No delivery date is committed until live capacity confirms it, and the constraint is named when the answer is no.
KPISIncreaseCommitments verified against live capacity
Parameters that match the demand you have
Safety stock and reorder points are recomputed against observed variability, with the working-capital and service effect on every proposal.
KPISIncreaseWorking capital released at same service level
The delay found before the customer finds it
Missing milestones and pace anomalies are surfaced from movement data, and exceptions ranked by how long there is left to act rather than by severity.
KPILIncreaseDelays detected before customer contact
Work screened before it is released
Infeasible work is caught before a picker has walked to it, and a stall is caught inside the shift that can still recover it.
KPIWIncreaseOn-time wave and dispatch completion
Four components measured as one
Perfect order is counted the way it is defined, so four separately green metrics stop hiding one customer who did not get what was promised.
KPISIncreaseOn-time-in-full rate
The chart says who decides, and it is never the digital coworker
A digital coworker works inside the systems, data, policies and authorisations you already have. It is given the access a person in the same position would be given, and no more. Your auditors test it in the environment they already know.
What the role works inside
Enterprise applications
ERP, planning, warehouse, transport and execution systems.
Master data
Demand, supply, inventory, order and shipment records.
Policies and controls
Business rules, thresholds, approval policies and compliance requirements.
Authorisations
Defined permissions for every action performed by the role.
Governance
Security, privacy, service levels, change governance and escalation.
The control model
Acts alone
Defined actions, inside the authority you set.
Recommends
Prepares the case and hands the decision up.
Escalates
Anything outside the authority the role holds.
Start with a number. Prove the result. Build from there
Both sides put a signature on the same page before anything is built, and the ProxyN lead who signs is accountable for it in the way your sponsor is. Nothing in it gets agreed after the result is known.
What gets signed
The Outcome Commitment
Five lines both sides sign before anything is built. Every one is a fact about your operation, not a forecast about ours.
KPIWhat needs to move.
BaselineWhere performance starts, using operational data.
TargetThe agreed level of movement.
TimelineWhen the outcome will be assessed.
Acceptance testHow achievement will be determined.
Your sponsor
ProxyN lead
What happens after signing
The adoption loop
The order the work runs in, one role at a time. The seventh step is the first step of the next loop.
Set the baseline
Hire the role
Put the role to work
Measure the KPI
Prove the outcome
Address the next bottleneck
Add the next roleBack to the baseline for the next role
What we need from you
Twelve months of history from the system of record, read only, with a past event set the decisions can be replayed against
The promising rules and service-level targets, with the approval thresholds the role will work inside
The accountable person for the number, in the room for the first session
Get started
Stop Buying Platforms. Start Hiring Outcomes.
Bring one workflow and the person accountable for it. In the first session we map the process, establish the baseline logic and tell you whether there is a number worth signing. If there is not, we will say so.