Every digital coworker here is a defined role with an owner above it, a boundary it will not cross and one number it is measured on. Search the pressure you are carrying rather than the department it sits in, since most of these roles work either side of a handover.
Hired like a staff member. Governed like software. Accountable for the outcome.
Find the role you need
A digital coworker in one chain understands the work either side of it, so the chain view shows who a new hire would stand next to.
45 agents in the library
Filtered by
01 · Grow arc
Lead to Cash
Is demand turning into cash fast enough?
6 agents
L
Pipeline & Lead Qualification · Lead to Cash
LEANDRO
Lead Enrichment, Assessment, Nurture & Demand Routing Officer
Prioritisation, with score reasoning and evidence shown
Escalates
Ownership conflicts → sales management, never resolved by the agent · Leads at accounts with an active opportunity → the account owner · Low-confidence identity matches → held, never merged · Consent or regulated-data concerns → marketing operations
Skills
Enriches from internal and licensed external sourcesResolves identity and detects duplicatesScores against the documented ideal-customer profile, with reasoningDetects existing relationships and open opportunitiesRoutes by territory, segment and ownership, flagging conflictsRuns approved nurture and monitors engagement signals
The margin was tested and the approval was obtained before the number left the building.
To assemble a correct, margin-safe quote while the opportunity is still live.
Business outcomes
Approval before the offer, which turns a retrospective record back into a control
A quote ready while the opportunity is live, rather than after the buyer has moved on
Margin visible at each discount level, so the trade-off is a decision rather than a habit
Prior pricing to that customer surfaced, so nobody quotes against their own position
Discount patterns made visible by seller, segment and product, without a reconstruction exercise
Measured on
Request-to-quote cycle time
First-pass quote accuracy
Margin adherence against policy
Proportion of discounts approved before the offer
Reports to
Chief Revenue Officer · CFO for margin
Authority, and yours
Does this alone
Assembles quotes · validates configuration · applies price rules · computes margin at each level · versions
Recommends
The quote, with margin, variance and policy status stated
Escalates
Discounts beyond policy → the approval matrix, before the offer is made · Novel commercial constructs, missing cost data and strategic concessions → delegated pricing authority · Configurations valid but not deliverable → the fulfilment gate
Skills
Validates configuration against product rulesApplies the price book for that tier, region and contractRetrieves contract precedent and prior quotes to the same customerComputes margin at each discount levelChecks discount authority and routes approval before the offerCompares scenarios and flags expired or conflicting terms
The workday
Drafts the quote
validates configuration
applies price rules
calculates margin
compares options
applies approved promotions
flags expired or conflicting terms
routes approvals
updates CRM and quoting records
versions the quote
notifies the seller of expiry or customer response.
Grow arc · Lead to Cash · Runs in CRM · Finance
O
Order Capture & Validation · Lead to Cash
OLIVER
Order Lifecycle Integrity, Validation & Exception Resolver
Resolutions for ambiguous lines, with the likely intent and its evidence shown
Escalates
Price mismatches against contract → the order desk and commercial, never adjusted silently · Unknown customers or ship-to locations → order desk, never created · Orders from customers on credit hold → credit control before any order exists · Conflicting documents and sanctions concerns → escalated with evidence
Skills
Extracts orders from PDF, EDI, email, spreadsheet and portalCompares the order against the accepted quoteNormalises and validates against customer and item master dataValidates sold-to, ship-to and bill-to partiesDetects superseded items and duplicate ordersTests completeness against tolerance rules
The full position was ready before the order arrived, so good revenue moved in minutes, and real risk still stopped at the gate.
To assemble the complete credit position and apply your policy, so good orders move and real risk still stops.
Business outcomes
Good revenue released in minutes, because the position exists before the order arrives
Real risk still stopping at the gate, on evidence rather than on who escalated hardest
Disputed balances distinguished from payment failures, so a commercial disagreement is not read as credit deterioration
The whole book reviewed, not only the accounts that raised an exception
Every decision defensible after the fact, what the position showed at the time, and whether policy was applied
Measured on
Credit decision cycle time
Revenue released without added risk
Order holds cleared before dispatch
Credit-risk performance maintained
Reports to
CFO
Authority, and yours
Does this alone
Assembles the position · computes utilisation and headroom · identifies disputes · prioritises blocked orders
Recommends
Approve, approve with conditions, reduce, hold or escalate, with evidence and reasoning
Escalates
Material limit changes → credit manager, then CFO delegate by threshold · Deteriorating payment patterns, disputed identity and adverse external signals → human credit authority · Policy exceptions → the risk owner · Disputed holds → sales and finance jointly
Skills
Assembles exposure, limits and utilisation including orders in flightAnalyses payment behaviour and ageingIdentifies disputed items inflating the balanceApplies credit policy with the reasoning statedModels headroom and scenariosReviews limits across the book against current trading
Measured on Billing first-pass accuracy and pre-issue holds
The invoice was right before it was issued, and the cash was applied on receipt rather than aged in suspense.
To connect the commercial event, the invoice and the receipt, so that revenue becomes correctly applied cash.
Business outcomes
Invoices right before they are issued, rather than corrected at the cost of a month
Cash applied on receipt instead of ageing in suspense while collections chases a customer who has paid
The hard matches handled, partials, lump sums, customer numbering and short payments against known deduction patterns
Unmatched receipts classified, not parked, with the evidence attached for whoever resolves them
A receivables ledger explainable at close, rather than defended after it
Measured on
Billing first-pass accuracy and pre-issue holds
Auto-match rate on receipts
Unapplied cash value and ageing
Avoidable credit notes and customer queries
Reports to
CFO
Authority, and yours
Does this alone
Checks the billing run · holds failing invoices · issues clean invoices · executes exact and high-confidence matches inside approved tolerances
Recommends
Application of ambiguous receipts · deduction classification
Escalates
Invoices failing validation → held before issue, never sent to be fixed later · Tax exceptions, multiple plausible customers and material deductions → human review · Unidentified receipts beyond the ageing threshold → treasury · Recurring rejections from one customer → customer operations
Skills
Validates billability against order, delivery and contractChecks customer-specific invoicing requirements before issueTests readiness for structured e-invoicing validationInterprets remittance and matches payer to invoice setPerforms many-to-many allocation and applies netting within termsAnalyses tolerance, deductions and short payments with confidence scoring
Every overdue balance was worked according to why it is overdue, and the disputes went to the team that can fix them.
To bring the cash home while keeping the customer.
Business outcomes
Effort directed at recoverable cash, not at the largest number on the report
Behaviour shifts caught early, which is where a small balance matters more than a large one
Disputes routed to the team that can fix them, with the evidence, instead of ageing as collections
The relationship protected, because the reliable payer whose run date has not arrived hears nothing
Recurring causes made visible, so the billing or delivery defect gets fixed rather than re-chased
Measured on
Days sales outstanding
Promise-to-pay kept rate
Dispute resolution time and routing accuracy
Overdue balance by cause
Reports to
CFO
Authority, and yours
Does this alone
Segments the book · sends approved-template reminders · records promises · classifies and routes disputes with evidence
Recommends
Escalation, arrangements and prioritisation
Escalates
Payment arrangements, settlements, legal notices, service suspension and write-offs → human decision, always · Disputed balances → the owning team, never chased as late payment · Vulnerable-customer considerations → a person, without exception · Material behaviour deterioration → credit
Skills
Segments the overdue book by cause and collectabilityDetects shifts in payment behaviourPrioritises by value, risk, due date and likelihoodRecords promises to pay and detects breachesClassifies disputes and routes them with evidenceAttributes recurring causes to the owning team
The workday
Segments the book
creates and reprioritises tasks
sends approved reminders through approved channels
records promises and correspondence
opens and routes disputes with evidence
requests missing evidence
recommends escalation, hold or payment arrangement
Measured on First-contact resolution and containment
The routine was resolved at the moment it was raised, at any hour, and the exception reached a person already worked.
To resolve the repeatable request at first contact, and hand a true exception to a person with the work already done.
Business outcomes
The routine resolved at the moment it is raised, at any hour, in the channel the customer already uses
Representatives freed for the conversations where retention is decided, rather than spending the shift on lookups
The answer, not a link, entitlement applied to their situation, with the clause cited
Customers stop repeating themselves, because the handover carries the history and what was already tried
A customer in difficulty reaches a person, not an efficient answer
Measured on
First-contact resolution and containment
Time to resolution and customer effort
Transfer and repeat-contact rate
Escalation accuracy
Reports to
Chief Customer Officer
Authority, and yours
Does this alone
Verifies identity · answers entitlement and status questions with cited evidence · executes documented, reversible, low-risk actions
Recommends
Resolutions outside her scope, with the position assembled
Escalates
Any indication of distress, vulnerability or hardship → a representative immediately, without attempting resolution · Third contact on the same issue → a representative with the history, always · Identity uncertainty, complaints, financial redress and legal threats → human review
Skills
Verifies identity to your standard before any disclosureInterprets entitlement and agreement terms from the recordRetrieves from approved, versioned knowledge with citationRecognises sentiment, urgency and repeat contactExecutes pre-authorised account actionsHands over with the full history and actions attempted
The workday
Verifies identity
answers and explains
retrieves or reissues approved information
updates permitted fields
executes a bounded service request
opens, classifies and routes a case
schedules a callback
captures feedback
alerts a supervisor.
Grow arc · Issue to Resolution · Runs in CRM · Service
S
Order Status & Shipment Enquiry · Issue to Resolution
STEFANO
Shipment Tracking, ETA, Fulfilment, Alert & Notification Officer
One date, from one picture, with its basis stated, and the customer heard about the delay from us.
To give the customer one trustworthy answer about where the order is, when it will arrive and what happens next.
Business outcomes
The customer hears it from you, four days early, as a choice rather than an apology
One answer from one picture, instead of three systems and a tracking code
A date the customer can plan around, with its confidence stated
The promised next update kept, which is what rebuilds trust after a miss
Status volume deflected from a team that should be handling judgement
Measured on
Status enquiry volume deflected
Proactive alert coverage before customer contact
ETA accuracy
Repeat contacts per shipment
Reports to
Chief Customer Officer
Authority, and yours
Does this alone
Assembles status · answers enquiries with evidence · detects at-risk consignments · opens traces · executes approved low-risk delivery options
Recommends
Proactive notifications and their timing
Escalates
Lost shipments, safety events, customs issues, high-value orders and repeated failure → escalated · Contractual commitments at risk → account management and supply chain jointly · Systematic lane or carrier failure → logistics, as a fulfilment problem
Skills
Matches order and shipment identity across systemsNormalises milestones and reasons over event sequenceSeparates confirmed fact from planned and predictedDetects at-risk consignments from pace against lane historyAssesses which customer commitments are affectedDrafts proactive notification in customer-safe language
The workday
Queries ERP, warehouse, transport and carrier systems
composes status with reasoning
detects at-risk consignments
sends milestone notifications within authority
opens a carrier or warehouse trace
requests proof of delivery
updates a delivery preference within authority
creates a case
notifies account and logistics teams
records the promised next update.
Grow arc · Issue to Resolution · Runs in CRM · Service
Every return was assessed against the same standard, your policy and the statute together, and where they differ, the statute governs.
To validate the return or warranty entitlement, guide the customer, and keep the physical and financial journey aligned.
Business outcomes
One standard applied to every return, rather than the standard whoever answered happened to know
The statutory floor built in as a constraint, not left to recall under pressure
Major-failure judgements reaching a person, because they determine who chooses the remedy
Credit following the goods, not the promise, triggered on confirmed receipt and inspection
Defect patterns clustered by product, serial and batch, which turns a service cost into an engineering conversation
Measured on
Request-to-authorisation cycle time
First-pass entitlement accuracy and adjudication consistency
Credit accuracy against confirmed receipt
Return rate by product
Reports to
Chief Customer Officer · legal oversight
Authority, and yours
Does this alone
Assesses eligibility against policy and statute · issues authorisations for cases that exactly meet defined policy · coordinates logistics · triggers credit on confirmed receipt
Recommends
Repair, replacement, credit or rejection, with both positions stated
Escalates
Any case where policy would give less than the statutory guarantee → resolved in the customer's favour or escalated, never the other way · Safety concerns, regulated products, suspected abuse, high value and ambiguous inspection → human decision · Product defect patterns → quality and engineering
Skills
Assesses eligibility against policy and statutory guaranteesIdentifies major-failure candidates for human determinationMatches serial, batch and order recordsInterprets images and documents for condition evidenceCoordinates logistics and monitors receipt and inspectionClusters defect signals by product, serial range and batch
The workday
Requests evidence
validates eligibility against policy and statute
approves a standard return within authority
issues the authorisation and label
schedules collection
notifies the customer
monitors receipt and inspection milestones
recommends repair, replacement, credit or rejection
triggers credit on confirmed receipt
creates quality and fraud alerts.
Grow arc · Issue to Resolution · Runs in CRM · Service
The technician arrived with the competency, the parts and the access the job needed, because the schedule reflected what was achievable, not what fitted on a board.
To assemble the technician, skill, part, permit, access and time window required to make the first visit count.
Business outcomes
Fewer failed visits, because readiness is verified rather than assumed
First-time fix improved through preparation, not through additional visits
Certification enforced at proposal, which removes a compliance exposure as well as a wasted trip
Parts reserved against the job, rather than assumed available
Every assignment carrying its competency, parts and access verification, the evidence a regulated-equipment audit asks for
Measured on
First-time-fix rate
Jobs started with required skill, part and access
Service-level and appointment adherence
Failed visits by cause
Reports to
Chief Operating Officer
Authority, and yours
Does this alone
Triages jobs · verifies parts, crews, access and windows · reserves approved material · assigns readiness · tracks completion
Recommends
The schedule and job priority, with constraints resolved and exceptions named
Escalates
Expired or expiring certification → flagged and blocked from proposal, never overridden automatically · Safety work, major outages and significant cross-customer trade-offs → the field service manager · Service-level breach becoming unavoidable → dispatcher and account management before it happens
Skills
Triages the job from symptom description and asset historyMatches skill and verifies certification currencyPredicts and reserves the parts and tools the job consumesChecks permit and site-access constraintsAssesses window feasibility against travel from the preceding jobSimulates disruption and proposes controlled re-planning
The workday
Classifies jobs
validates entitlement and priority
checks competency, parts, permits, access and travel feasibility
reserves approved material
raises requisitions for missing parts
requests inspection or permit
flags prerequisite gaps
assembles the weekly schedule
notifies responsible owners
updates readiness and evidence
tracks completion.
Grow arc · Issue to Resolution · Runs in CRM · Service
I
Customer Insight & Root Cause · Issue to Resolution
Root causes and remediation priorities, with the cost quantified and counter-evidence shown
Escalates
Any theme indicating a safety, privacy, discrimination or regulatory signal → immediately, outside the reporting cycle · A theme routed and not actioned across two cycles → the executive above both parties
Skills
Clusters contacts by underlying cause across every channelDetects themes that cross category boundariesDistinguishes a rising signal from normal variationCorrelates cohorts to product, process, location, supplier and releaseBuilds hypotheses with supporting and contradicting evidenceSizes impact in volume, cost, returns and revenue at risk
The workday
Creates and updates issue clusters
quantifies themes
assembles affected-case samples
identifies owning processes
alerts the owner
recommends containment
opens a problem record
tracks corrective actions
measures recurrence
updates approved knowledge when a fix is accepted.
Grow arc · Issue to Resolution · Runs in CRM · Service
02 · Operate arc
Source to Pay
Is spend leaking before anyone sees it?
6 agents
M
Sourcing & Tendering · Source to Pay
MARCELO
Market Analysis, RFQ, Comparison, Evaluation & Lot Officer
Measured on Addressable spend competitively sourced
Every addressable requisition above threshold went to a competitive, documented tender, and the tender completed fast enough that nobody routed around it.
To run a clean, comparable, documented tender, so that buying through the contract is faster than buying around it.
Business outcomes
Tenders that actually run, because the assembly work no longer decides whether they happen
Comparable bids, normalised onto one basis rather than compared across six formats
Price tested against your own history, not only against the other bids in the room
A complete procurement file assembled as work happens, rather than reconstructed when challenged
Savings that survive to realisation, because buying through the contract is the faster path
Measured on
Addressable spend competitively sourced
Requisition-to-award cycle time
Savings realised against savings negotiated
On-contract compliance rate
Reports to
Chief Procurement Officer
Authority, and yours
Does this alone
Assembles the RFQ · distributes to qualified suppliers · chases responses · normalises bids · evaluates lots
Recommends
The award, with ranked rationale and sensitivity
Escalates
Bids outside delegated authority → category manager · Single-response tenders → sourcing manager · Price anomalies → the category owner · Suppliers not on the qualified list → vendor-master control and the CPO · Policy exceptions → procurement governance
Skills
Builds the RFQ from requirement and precedentShortlists against qualification status and category historyNormalises bids to a comparable basis across formatsCompares price against governed historical comparatorsEvaluates by lot and tests combined awardsDrafts the award case with rationale and sensitivity
The workday
Compiles and issues the RFQ
logs and tracks responses
extracts pricing and terms from returned documents
calculates documented price variance
constructs the comparison
evaluates by lot
drafts the award case
creates the contract record on approval
writes the sourcing decision log.
Operate arc · Source to Pay · Runs in ERP · Finance
V
Supplier Qualification & Master Data · Source to Pay
VALERIA
Vendor Authentication, Legitimacy, Enrolment, Records & Integrity Advisor
Verifies payee changes through an independent channelIssues risk-tiered onboarding requirementsDetects duplicate and near-duplicate vendor recordsTracks certificate and registration expiryScreens against sanctions and watch listsValidates tax and e-invoicing identifiers
The workday
Opens the onboarding or change case
issues the requirements checklist
reads documents and populates controlled fields
searches the master file, addresses, tax identifiers and bank accounts
runs approved checks
assembles risk and completeness findings
routes the evidence pack
creates or changes approved records
suspends or flags records under policy
writes the master-data change log.
Operate arc · Source to Pay · Runs in ERP · Finance
Every in-scope invoice was screened before payment, and here is the evidence for each one we stopped.
To stop duplicate invoices before payment, while keeping every decision transparent and your accounts payable team in control.
Business outcomes
Cash protected before it leaves, rather than recovered partially and slowly afterwards
Every in-scope invoice screened, replacing sample-based assurance with population coverage
AP review time redirected from searching for duplicates to adjudicating the ones that matter
Control evidence generated as work happens, satisfying the duplicate-payment control test internal audit would otherwise sample annually
Root causes routed upstream, since duplicate vendor records are the most common origin of duplicate invoices
Measured on
Duplicate detection accuracy
Duplicate value prevented before payment
AP review time saved
Exceptions resolved within the agreed SLA
Reports to
Financial Controller
Authority, and yours
Does this alone
Scores every invoice · ranks candidates · assembles the evidence · notifies the owner
Recommends
Block or release, with the comparison record attached
Escalates
Low-confidence matches → AP review · Vendor-master anomalies → master-data owner · Patterns suggesting collusion or fraud → controls and investigations · Imminent high-value payments → payment approver
Skills
Detects exact and near-duplicate invoicesMatches across entities, currencies and intake channelsPresents the evidence behind every flagBuilds a risk-ranked exception queueFlags duplicates before payment releaseIncorporates validated AP decisions through governed updates
The workday
Parses the invoice
matches to purchase order and goods receipt
scores duplicate likelihood
blocks or parks with evidence
notifies the AP owner
posts when cleared
writes the decision log.
Operate arc · Source to Pay · Runs in ERP · Finance
Every line was screened against that supplier's own history, the proposal reconciled to its source, and here is what we held.
To prepare every authorised disbursement for a safe, deliberate and timely human release.
Business outcomes
Anomalies caught before release, rather than recovered afterwards through goodwill and speed
A run reconciled to its source, counts and values, not just a status
Release decided against a liquidity picture, not against a total
A complete evidence chain from source totals through instruction identifiers to bank acknowledgement
Early-settlement discounts captured where paying earlier is worth more than paying on terms
Measured on
Payment lines screened before release
Anomalies intercepted pre-release
Clean payment proposals released on schedule
Bank rejection and repair rate
Reports to
CFO / Treasurer
Authority, and yours
Does this alone
Assembles and reconciles the proposal · screens every line · verifies payee state · holds anomalies · confirms settlement
Recommends
The run for release, with held lines, evidence and recommended treatment
Escalates
First payments to new vendors → payments officer plus one · Payee details changed within the review window → master-data control · Sanctions issues → compliance · Liquidity conflicts → treasury · Suspected fraud → controls and risk, run held
Skills
Reconciles the proposal to the approved source populationScreens every line against supplier payment historyVerifies payee details against the last approved stateIdentifies early-settlement discount opportunitiesComposes the cash requirement by date, bank, currency and entityCaptures bank acknowledgement and routes rejections
The workday
Retrieves the proposal and source population
verifies counts and totals
screens lines against historical patterns
verifies payee details against the approved master state
holds anomalous lines with evidence
composes the cash requirement
routes the run and its exceptions to authorised signatories
submits only after approval
collects acknowledgements
logs and routes rejections
writes the payment log.
Operate arc · Source to Pay · Runs in ERP · Finance
Every line was checked against the whole policy before reimbursement, and the exception was explained to the claimant, not discovered by an auditor.
To turn a receipt into a correctly coded, policy-checked and approval-ready claim. OCR reads receipts; ERICA reads the policy.
Business outcomes
The exception explained to the claimant before it reaches an approver, rather than discovered by an auditor months later
The audit sample and the audit population become the same thing, because every line carries its policy determination and the rule cited
Approver time returned, the check has already happened, with the reasoning visible
Coding that supports tax recovery, applied at line level rather than assumed at total level
Policy applied identically to a field technician's receipt and an executive's, on every claim
Measured on
Policy coverage before reimbursement
Claim autofill and coding accuracy
First-pass approval rate
Receipt-to-approval-ready time
Reports to
Finance leader
Authority, and yours
Does this alone
Extracts, autofills and codes · applies deterministic policy at line level · explains exceptions to the claimant · routes clean claims
Recommends
Approval, with the policy status and the rule result stated
Escalates
Policy exceptions above threshold → finance operations · Uncertain tax treatment → tax · Missing business justification → the claimant and manager · Suspected deliberate breach → controls and risk, not the line manager
Skills
Extracts merchant, date, amount and tax from the receiptLinks the receipt to the card transaction where one existsAssigns expense type, GL code, cost centre and tax treatmentChecks every line against the policy version in force on that dateExplains each exception, citing the exact ruleRoutes clean claims through approval to reimbursement
The workday
Reads the claim and receipt
applies policy
autofills and codes
approves, queries or routes
tracks the claim through to reimbursement
samples for audit
writes the compliance log.
Operate arc · Source to Pay · Runs in ERP · Finance
Measured on Enquiry containment without AP handling
The supplier got an accurate answer the same day, from the record, and every genuine exception went to the person who can fix it.
To answer invoice and payment questions from the system of record, and route genuine disputes with their evidence attached.
Business outcomes
A fifth of AP capacity returned to work that requires judgement
Suppliers answered the same day, from the record, with the document trail attached
Genuine exceptions routed to their owner with the evidence, rather than bounced back as a status reply
The upstream cause made visible, reason codes show which failure is generating repeat demand
Statement reconciliation performed monthly instead of never, surfacing missing invoices, misapplied credits and duplicates
Measured on
Enquiry containment without AP handling
First-response time
Repeat-contact rate
Statements reconciled per period
Reports to
CFO
Authority, and yours
Does this alone
Authenticates · retrieves status · builds timelines · sends factual status replies on approved templates · issues existing remittance advice · reconciles statements
Recommends
Replies carrying a commercial position · break resolutions
Escalates
Missing receipts → the requester or receiver · Price and quantity disputes → buyer and AP · Bank issues → master-data control · Statement breaks indicating a possible duplicate → invoice integrity and AP review · Suspected social engineering → security and fraud
Skills
Resolves supplier identity and enquiry intentReconstructs transaction status into an evidence-backed timelineComposes replies in supplier-safe language on approved templatesIdentifies the true owner of an exceptionReconciles supplier statements against the ledgerRecords reason codes and surfaces repeat-contact patterns
The workday
Authenticates the channel
locates supplier, invoice, purchase order and payment records
builds the timeline
composes and sends approved-template replies
issues existing remittance advice
reconciles statements
flags breaks with evidence
creates and routes cases
records reason codes
writes the correspondence log.
Operate arc · Source to Pay · Runs in ERP · Finance
Measured on Forecast accuracy at the chosen decision level
Here is the number, here is what moved it, here is who changed it and why, and here is whether that change made it better.
To keep the forecast honest and explained, so the number the business plans against is one people are willing to defend.
Business outcomes
The consensus meeting spends its time on judgement, rather than on reconciling spreadsheets
Every override attributed, so a miss can be diagnosed rather than debated
Data defects separated from demand signals, which is the difference between fixing a feed and changing a plan
Planner judgement becomes reusable knowledge, because the effect of each override is tracked
Bias made visible by segment, before it compounds into safety stock and expedite cost
Measured on
Forecast accuracy at the chosen decision level
Forecast bias by segment
Consensus cycle time
Proportion of overrides with a recorded rationale
Reports to
Chief Supply Chain Officer
Authority, and yours
Does this alone
Refreshes the baseline · tests signal quality · flags deviations · assembles the pack · logs assumptions
Recommends
The planning number, with the statistical view and the overlays shown separately
Escalates
Material overrides, structural breaks and financial-plan changes → the designated planner or consensus forum · Deviations above materiality → demand planning manager · A persistent bias pattern in one segment → S&OP lead, as a method question
Skills
Generates and continuously refreshes the statistical baselineSeparates a demand signal from a data defectSurfaces deviation with comparable history attachedTests signal at the right level of the hierarchyCaptures every assumption with its author and dateMeasures bias and forecast value added by segment
The workday
Refreshes the baseline
compares actuals to forecast
flags signal and data anomalies separately
recommends an evidence-backed adjustment
requests commercial input
assembles the consensus pack
records assumptions and overrides against their author
publishes the agreed plan
monitors accuracy, bias and override value by segment.
Operate arc · Plan to Fulfil · Runs in ERP · Supply chain
S
Supply Feasibility & Order Promising · Plan to Fulfil
Measured on Commitments verified against live capacity
Every commitment was checked against live capacity before it was made, and here is the constraint if the answer was no.
To convert a requested delivery date into a capacity-backed promise and a feasible production response.
Business outcomes
Commitments verified against live capacity, not against a stock check standing in for one
A feasible answer in the window the decision has, rather than after the promise is made
The constraint named, so a customer conversation becomes a choice rather than an apology
Expedite cost avoided, because the shortfall is found before the order enters the book
One date across sales and supply, produced once and traceable to its evidence
Measured on
Commitments verified against live capacity
Time to return a feasible date
Promise reliability and schedule adherence
Expedite cost avoided
Reports to
Supply chain leader
Authority, and yours
Does this alone
Reads the request · runs ATP and CTP · simulates the shortfall · assembles options with constraints named
Recommends
The feasible date and the alternatives, with trade-offs stated
Escalates
Cross-customer trade-offs, strategic orders and safety-stock exceptions → the accountable planner · Allocation conflicts → supply planning lead · Requests requiring a capacity change → S&OP · Anything that would breach a contractual service commitment → commercial and supply chain jointly
Skills
Interprets an order request in plain languageRuns available-to-promise and capable-to-promise reasoningAnalyses bill of material and capacity constraintsSimulates the production shortfall and its alternativesGenerates date, quantity, split and substitution scenariosBooks the order against a capacity-backed date
The workday
Reads and prices the order request
checks stock, capacity, bill of material and inbound supply
computes the feasible promise date
simulates constrained scenarios
recommends reschedule, split or alternative
requests planner approval
updates the governed plan
books the capacity-backed order
notifies the customer-facing owner
writes the decision thread.
Operate arc · Plan to Fulfil · Runs in ERP · Supply chain
S
Inventory Planning & Optimisation · Plan to Fulfil
Parameter changes, transfers and write-down candidates
Escalates
Parameter changes → inventory controller approval · Write-downs → finance, because the accounting consequence sits in the close · Supplier lead-time drift → procurement, for the supplier performance conversation · Any change that would move the service level → escalated rather than absorbed
Skills
Recomputes safety stock and reorder points against observed variabilityModels the service-level versus working-capital trade-offIdentifies slow movers, excess and obsolescence riskProposes multi-location transfers rather than purchasesSurfaces ageing and write-down exposureDetects lead-time drift against supplier actuals
The workday
Recomputes parameters
flags excess and shortage
proposes transfers between locations
tracks ageing
detects lead-time drift
raises parameter change requests under controlled workflow
writes the inventory decision log.
Operate arc · Plan to Fulfil · Runs in ERP · Supply chain
Routing alternatives with cost and time trade-offs · customer notifications, drafted
Escalates
Material expedite cost, contractual change, customs or sanctions uncertainty, dangerous goods and customer compensation → human authority · Contractual service breaches at risk → account management and supply chain jointly · Systematic carrier underperformance → procurement, for the commercial conversation
Skills
Normalises events across carriers, terminals and customsCorrelates each movement to its order and customerDetects missing and contradictory milestonesSpots pace anomalies against lane historyRanks exceptions by time-to-act, not severity aloneAnalyses recovery options with cost and service trade-offs
The workday
Polls and normalises carrier, terminal and customs events
correlates movements to orders and customers
detects missing milestones and pace anomalies
creates and ranks exceptions
requests carrier or broker action
proposes reroute, expedite or mode change
drafts customer notifications
updates ETA
collects proof of delivery
assembles carrier performance views
closes only after outcome verification.
Operate arc · Plan to Fulfil · Runs in ERP · Supply chain
This work could not have been done, and here is why, before anyone walked to it.
To align warehouse work priority with the labour, equipment, inventory and outbound commitments actually available.
Business outcomes
Infeasible work caught before release, not after a picker has walked to it
Stalls caught inside the shift that can recover them, rather than in the shift report
Replenishment triggered before the face empties and a queue forms behind it
Resequencing proposed with its trade-off visible, so a supervisor decides rather than guesses
A handover that carries the causes, so the next shift starts from knowledge rather than a queue
Measured on
On-time wave and dispatch completion
Pick accuracy and short-pick rate
Task stall duration and queue dwell
Labour utilisation and avoidable overtime
Reports to
Operations director
Authority, and yours
Does this alone
Monitors task state · screens feasibility · detects stalls · checks stock and replenishment · assembles slotting, throughput and handover reporting
Recommends
Replenishment triggers, task reassignment, slotting moves and wave rebalancing, each with its operational trade-off shown
Escalates
Safety-relevant blockages → the supervisor immediately · Recurring stalls in one zone → DC manager, as a design question · Inventory variance → inventory control
Skills
Screens released work for feasibility before it reaches the floorDetects task stalls against expected duration by typeMonitors replenishment triggers and predicts shortfallsMatches labour within qualification and fatigue rulesReasons across congestion, dock plan and carrier cut-offsAnalyses slotting against actual movement frequency
The workday
Monitors task state
screens released work for feasibility
detects stalls
checks stock and replenishment status
proposes wave or task resequencing
proposes replenishment or cycle count
proposes qualified labour movement
alerts maintenance or transport
flags dispatch exceptions
assembles slotting analysis
produces the handover and cause summary.
Operate arc · Plan to Fulfil · Runs in ERP · Supply chain
02 · Operate arc
Acquire to Retire
Are our assets earning, or idling?
4 agents
M
Maintenance Planning · Acquire to Retire
MASON
Maintenance, Availability, Scheduling & Order Navigator
Measured on Schedule-ready rate and schedule compliance
This job is genuinely ready, parts, crew, access and permit confirmed, or it is not on the schedule.
To turn a maintenance need into safe, fully prepared and correctly prioritised work.
Business outcomes
Fewer jobs failing on the day, because readiness is verified rather than assumed
The planned-to-reactive ratio moving in the planned direction, which is the lever that moves the maintenance cost ratio
First-time fix improved through preparation, not through additional visits
Backlog shaped by criticality, not by who shouted
Every deferral attributable, with its rationale and approver recorded
Measured on
Schedule-ready rate and schedule compliance
First-time-fix rate
Ratio of planned to reactive work
Delays attributable to a missing part, skill, access or permit
Reports to
Head of Asset Management
Authority, and yours
Does this alone
Triages notifications · verifies parts, crews, access and windows · reserves approved material · assigns readiness · tracks completion
Recommends
The schedule and job priority, with constraints resolved and exceptions named
Escalates
Safety-critical, statutory and production-loss decisions → named authorities · Work affecting a production commitment → planning, jointly · Any notification indicating a safety-critical defect → HSE and the maintenance manager immediately, outside the normal queue
Skills
Triages notifications by criticality and failure modeDetects duplicate and repeat workVerifies parts, tools and material readinessMatches crew skill, certification and contractor availabilityDetects production window and shutdown conflictsIdentifies permit and isolation requirements before scheduling
The workday
Enriches the work order
classifies notifications
proposes job plan and priority
checks parts, crews, access and windows
reserves approved material
raises requisitions for missing parts
requests inspection or permit
flags prerequisite gaps
assembles the weekly schedule
notifies responsible owners
updates readiness and evidence
tracks completion.
Operate arc · Acquire to Retire · Runs in ERP · Supply chain
A
Asset Performance & Reliability · Acquire to Retire
The pattern was visible eleven days out, here is the evidence, and here is what each intervention would cost.
To intervene earlier on material asset risk, and direct engineering effort to the highest-value decisions.
Business outcomes
A window to plan the intervention, rather than react to the failure
Patterns visible that no single threshold can see, because the correlation spans parameters, time and comparable assets
Engineering effort directed at the highest-value decisions, not at cleaning the signal
Bad actors identified by cumulative cost, which turns another repair into a strategy conversation
Reproducible decisions, in the form ISO 55001:2024 expects
Measured on
Unplanned downtime and repeat failure
Time from signal to owned action
Proportion of failures preceded by a raised notification
False-positive rate on raised notifications
Reports to
Head of Asset Management
Authority, and yours
Does this alone
Ingests and correlates condition data · detects drift and changed failure behaviour · identifies bad actors · assembles investigation packs · tracks benefit and residual risk
Recommends
Intervention options with their cost, risk and lifecycle consequences, and the uncertainty stated
Escalates
Any pattern indicating imminent failure on a safety-critical asset → HSE and operations immediately, outside the notification queue · Engineering change, shutdown and capital approvals → governed human decisions · A recurring failure mode across an asset class → engineering, as a design question
Skills
Correlates condition data across parameters, time and comparable assetsDetects drift below the alarm thresholdIdentifies bad actors by cumulative cost and failure frequencyCompares inspect, repair, modify, replace and run-to-failure optionsModels lifecycle cost and residual risk per optionTracks whether the accepted intervention changed reliability
The workday
Ingests and reconciles condition and work signals
correlates alerts across parameters and assets
raises a reliability alert
requests inspection
opens a notification or investigation with evidence attached
ranks asset risk
compares intervention options
updates health status
tracks recurrence, benefit and residual risk.
Operate arc · Acquire to Retire · Runs in ERP · Supply chain
Every prerequisite was checked against the source record before work started, and here is the evidence, for every job.
To verify that the person, the task, the asset, the isolation and the permit evidence all agree before hazardous work proceeds.
Business outcomes
The gap named before work starts, rather than reconstructed after an incident
Simultaneous operations detected, the conflict known to two supervisors and to no single system
Validity monitored through execution, not only at issue
Close-out evidence confirmed, because an unclosed permit may mean a live isolation
Evidence assembled for a section 27 duty as work happens, in the form an officer or a regulator would ask for
Measured on
First-pass permit completeness
Isolation verification coverage
Time-bound certificate currency at point of use
Held permits by failure type, and precursor patterns surfaced
Reports to
Chief Operating Officer · board visibility
Authority, and yours
Does this alone
Verifies prerequisites against records · holds permits where a control gap exists · detects simultaneous-operations conflicts · monitors validity · assembles compliance and close-out evidence
Recommends
Nothing that authorises work, verification only
Escalates
Held permits → HSE officer and supervisor immediately · Any inconsistency, high-risk task or changed condition → the authorised safety or operations role · Any override request → HSE manager, logged, never automatic · Recurring prerequisite failures of the same type → HSE leadership and the officer group, as a systemic finding
Skills
Verifies each prerequisite against the source recordMatches isolation certificates to the equipment tag being workedChecks validity windows on time-bound tests and certificatesVerifies competency and authorisation currencyDetects simultaneous operations, conflicting concurrent work in the same areaMonitors expiry and material change during execution
The workday
Checks permits against rules
verifies prerequisites against source records
requests missing evidence
blocks workflow progression where a control gap exists
creates a conflict alert for simultaneous operations
notifies issuer, receiver, area authority, HSE officer and supervisor
monitors validity during execution
assembles close-out and compliance evidence
logs any override and its approver.
Operate arc · Acquire to Retire · Runs in ERP · Supply chain
Measured on Time from variance emergence to ownership
This package diverged eleven days ago, here are the two variation orders behind it, and the forecast has not moved yet.
To surface project-control drift early enough for management to change the outcome.
Business outcomes
Variance surfaced while the project can still respond, rather than explained after the exposure is committed
Unsupported forecast movement caught, a forecast that moved without a change, risk or progress event behind it
Accruals computed from progress, so the reported position stops depending on who estimated it
Variance carrying its drivers, not "unfavourable by X" but which package, which cost type, and what happened
Benefits traced through to realisation, so the next case is approved on evidence rather than the same assumptions
Measured on
Time from variance emergence to ownership
Forecast-at-completion accuracy against outturn
Unsupported manual forecast adjustment
Accrual timeliness and basis consistency
Reports to
CFO
Authority, and yours
Does this alone
Reconciles commitments, actuals, progress and baseline · computes accruals · tracks variations · identifies unsupported movement · assembles packs
Recommends
The forecast at completion and reforecast triggers, with divergence and drivers stated
Escalates
Material variance and governance breach → the relevant authority · Variance beyond threshold → project manager and finance jointly · Capitalisation judgements → group reporting · Commitments raised outside approved budget → CFO delegate
Skills
Reconciles commitments, actuals and progress against baselineDetects unsupported forecast movementComputes accruals from progress data rather than estimateAttributes variance to its driversTracks variation orders against the forecastTraces benefits from business case through to realisation
The workday
Reconciles commitments to actuals, progress and baseline
computes accruals
flags variance with drivers
requests forecast or supporting evidence
opens a control action
tracks variation orders
prepares stage-gate material
recommends reforecast or escalation
maintains benefit and change lineage.
Operate arc · Acquire to Retire · Runs in ERP · Supply chain
The status is a fact rather than a question, and the blocker was named before the milestone failed.
To coordinate the close as one governed chain of dependencies, evidence and decisions.
Business outcomes
Status as a fact rather than a question, assembled rather than requested
Blockers named before the milestone fails, with the specific prerequisite identified
A genuinely complete task distinguished from a marked one, which is where most close slippage originates
The bottleneck predicted against this close's pace versus the last six
Walkthrough documentation that assembles itself, what ran, when, in what order, verified against what condition, approved by whom
Measured on
Days to close and milestone adherence
Gate breaches
Late task, reopen and evidence-defect rate
Controller time spent chasing status versus performing work
Reports to
CFO
Authority, and yours
Does this alone
Triggers and assigns tasks · verifies predecessors · requests evidence · chases owners · assembles status · predicts bottlenecks
Recommends
Sequence adjustments and where expert attention should go
Escalates
Blocked dependencies → the controller, with the critical-path consequence stated · Material control failure and unresolved group impact → the controller · Sequence overrides → CFO delegate, logged with reason · Recurring bottlenecks in the same step → the process owner, as a design problem rather than a performance one
Skills
Maps close task sequence and dependenciesReasons over the critical path across entitiesVerifies predecessors against the underlying condition, not the task statusTests evidence completeness at each gatePredicts bottlenecks against historical close paceAssembles one status across entities and systems
The workday
Creates and assigns tasks
verifies predecessor completion
requests evidence
updates status
warns of critical-path impact
convenes an exception
opens and closes periods upon approval
chases owners
prepares the daily close brief
tracks approval
captures root cause and improvement action.
Steward arc · Record to Report · Runs in ERP · Finance
Measured on Reconciliation coverage and on-time certification
Every in-scope account was reconciled, every break was classified by cause, and here is which upstream fix would remove the most manual journals.
To reconcile what can be proven, isolate what cannot, and prepare controlled journals with their evidence attached.
Business outcomes
Completeness tested before matching, so a reconciliation is a control rather than a comfort
The long tail reconciled at the same standard as the accounts that get attention
Breaks classified by cause, which turns a difference into an action with an owner
Persistent sub-materiality patterns surfaced, the difference present four periods running, in the same direction, growing slightly
Manual journal volume attributed to root cause, so the upstream fix can be ranked by effort removed
Measured on
Reconciliation coverage and on-time certification
Unreconciled value and break ageing
Manual journal volume and root-cause mix
Proportion of breaks detected before close rather than after
Reports to
Group financial controller
Authority, and yours
Does this alone
Tests completeness · reconciles accounts · auto-matches within agreed rules · classifies breaks · prepares journals with evidence · documents the reconciliation
Recommends
Journal entries, with calculation, support and reversal logic attached
Escalates
Write-offs, unsupported differences, unusual entries and material judgement → human approval · Breaks above materiality → financial reporting manager · Breaks indicating a control failure upstream → the owning chain and controls · Any judgemental accounting treatment → the controller, never inferred
Skills
Tests population completeness before matchingApplies deterministic then approved probabilistic matchingClassifies breaks by cause, timing, posting error, FX, missing accrualRanks by value, age and control riskDetects persistent patterns below materialityPrepares journals with calculation, support and reversal logic
The workday
Tests population completeness
matches balances to source
identifies and classifies breaks
certifies low-risk items where authorised
creates exceptions
requests evidence
prepares journal and reversal proposals with support attached
routes approval
posts approved entries
tracks aged breaks and recurring causes.
Steward arc · Record to Report · Runs in ERP · Finance
This is a timing difference that will clear itself, this one is a rate applied against policy, and here is the entity pair that generates the same cause every period.
To resolve the two-sided intercompany difference before it becomes a consolidation problem.
Business outcomes
Differences found while they are small and recent, not at the consolidation deadline
Timing differences distinguished from disputes, which is exactly what both accountants need before spending a day on one
Bilateral cases with both sides' evidence, replacing the email exchange across time zones
Recurring structural causes surfaced to master data, tax or the process owner who can remove them
Jurisdiction-level positions assembled, for groups whose minimum-tax calculation now requires them
Measured on
Matched-by-deadline rate
Open difference value and age
Bilateral resolution time
Manual elimination and post-close adjustment volume
Reports to
Group financial controller
Authority, and yours
Does this alone
Matches balances · diagnoses causes · assembles evidence for both sides · prepares eliminations and netting proposals
Recommends
Corrections, accruals, settlement and elimination treatment
Escalates
Genuine disputes → both entity accountants with the evidence · Transfer pricing, tax and legal-entity issues → group tax · Unsupported balances → the controller · Topside adjustments → controller approval, with the underlying cause recorded rather than buried
Skills
Matches sender and receiver populations continuouslyAligns partner, document, currency and timing evidenceClassifies the difference, timing, rate, markup, tax, scope, omissionApplies markup and recharge logicPrepares netting proposals and validates elimination readinessAssembles jurisdiction-level positions for tax reporting
The workday
Matches balances
diagnoses and classifies differences
creates bilateral cases
requests documents
recommends correction or accrual
prepares netting proposals and eliminations
validates bilateral agreement and elimination status
assembles the intercompany matrix
reports recurring causes.
Steward arc · Record to Report · Runs in ERP · Finance
Measured on Cash position completeness and latency
The position is current, the unmatched items are classified rather than netted into a residual, and this entity has held eleven days of idle balance while the group drew on a facility.
To create a reliable cash position, and make unusual movement visible.
Business outcomes
A position that is current when the CFO asks, rather than assembled over a morning
Differing cut-offs reconciled into one number, across banks, currencies and entities
Unmatched items classified, not absorbed into a residual nobody investigates
Idle balance quantified against facility draw, the cost of cash sitting in the wrong entity
Unusual movement seen, with no transactional authority attached to the seeing
Measured on
Cash position completeness and latency
Bank reconciliation coverage and timeliness
Unmatched item ageing
Idle cash, overdraft or emergency funding avoided
Reports to
CFO
Authority, and yours
Does this alone
Collects and matches statements · classifies unmatched items · composes the position and forecast · monitors thresholds · identifies idle balances, exposures and anomalies
Recommends
Nothing that moves money
Escalates
Unusual beneficiary, changed bank detail, liquidity breach, sanctions signal or forecast shock → escalated immediately · Position anomalies → treasury analyst · Potential covenant or facility issues → the treasurer and CFO · Unexplained movements → controls and risk
Skills
Collects and matches across banks, currencies and entitiesReconciles differing cut-offs into one positionClassifies unmatched items rather than netting them into a residualMonitors the short-horizon liquidity view against thresholdReasons over value dates and settlement timingDetects unusual beneficiaries, changed details and duplicate instructions
The workday
Collects and imports statements
requests missing statements
matches to ledger
classifies unmatched items
composes the group position and forecast
monitors thresholds
flags exposures, idle balances and anomalies
alerts deviation.
Steward arc · Record to Report · Runs in ERP · Finance
Every obligation is tracked with its readiness state, and the data gaps surfaced twelve weeks before the return is due rather than three.
To assemble the transaction-to-return evidence chain, and highlight the tax treatment that needs expert judgement.
Business outcomes
The obligation register as a live object, rather than a spreadsheet and a person's memory
Data gaps surfaced with runway, twelve weeks before a return, not three
Every figure traceable back to the transactions that produced it
Newly in-scope entities flagged, including those an acquisition brought with obligations nobody mapped
Jurisdictional data assembled for minimum-tax calculation, at a granularity the ledger was not designed to give
Measured on
Filing timeliness
Transaction-to-return traceability
Tax account reconciliation coverage
Data readiness lead time before deadline
Reports to
CFO
Authority, and yours
Does this alone
Reconciles tax accounts · checks completeness · applies only approved treatments · assembles packs and workpapers · tracks deadlines and readiness
Recommends
Corrections within approved treatments, and where evidence is required
Escalates
Novel transactions, uncertain nexus, interpretation, disclosure, election and material adjustment → authorised tax professionals · Data gaps threatening a deadline → head of tax, with the runway stated · Newly in-scope entities or jurisdictions → head of tax immediately · Any indication of a late filing → CFO, because the exposure is penalty and reputational
Skills
Maintains the obligation register across entities and jurisdictionsChecks population completeness back to sourceValidates tax codes and jurisdiction rules by effective dateReconciles tax accounts and liability against the ledgerAssembles jurisdictional data for minimum-tax calculationDetects changed treatment, threshold moves and newly in-scope entities
The workday
Reconciles tax and control accounts
prepares return workpapers
classifies or proposes correction within approved treatments
requests evidence
assembles statutory packs
tracks deadlines, thresholds and readiness
identifies data gaps
flags scope changes
records review and filing confirmation.
Steward arc · Record to Report · Runs in ERP · Finance
V
Management Reporting & Variance · Record to Report
Measured on Report production and commentary cycle time
Here is the variance, decomposed to its drivers, traced to source, and here is the one I could not explain, flagged as unexplained rather than narrated.
To turn governed financial and operational results into an evidence-backed management story.
Business outcomes
The analyst starts from a draft, not a blank page, with three of four hours returned to interpretation
Totals validated before analysis, so an elegant explanation is never built on a number that does not tie
Variance decomposed to drivers, which segment, which cost type, timing or trend
The unexplained clearly marked, which is the most useful line in any pack
The pack arriving while the business can still act on it
Measured on
Report production and commentary cycle time
Proportion of material variance with an evidence-backed explanation
The narrative, as a draft with its evidence attached, and the drill-downs behind it
Escalates
Variances she cannot explain from data → the analyst, flagged as unexplained rather than narrated · Any variance suggesting a control failure → the controller and controls · Material forecast change and sensitive disclosure → finance leadership
Skills
Validates that totals reconcile before analysing anythingComputes variances against budget, forecast and prior yearDecomposes drivers, price, volume, mix, timing, one-offTraces the largest variances to source transactionsDrafts commentary in your house style, adjusted to audienceSeparates fact, calculation, owner statement and hypothesis
The workday
Validates that totals reconcile
computes variances
decomposes drivers
traces to source transactions
requests owner input
drafts commentary
generates drill-downs
identifies inconsistent narrative
flags unexplained items
assembles packs and executive briefs
creates and tracks actions.
Steward arc · Record to Report · Runs in ERP · Finance
Measured on Time from application to first informed decision
Every applicant was assessed against the same stated criteria, with the evidence recorded, and nobody was scored down for vocabulary.
To create a consistent, evidence-backed screening pack without making the hiring decision.
Business outcomes
The same criteria applied to application four hundred as to application one
Capability recognised regardless of vocabulary, through equivalence and transferable-skill assessment
Gaps recorded as unassessed, not scored as deficiencies
Near-misses surfaced with what they missed on, which is where a mis-specified criterion shows itself
Candidates informed at every stage, rather than left in the silence that costs offers
Measured on
Time from application to first informed decision
Screening consistency across recruiters and requisitions
Recruiter hours per requisition
Adverse-impact indicators
Reports to
Chief Human Resources Officer
Authority, and yours
Does this alone
Parses applications · assesses against stated criteria · records evidence and uncertainty · schedules · sends approved-template updates
Recommends
A shortlist and a near-miss list, with reasoning per candidate and review priority
Escalates
Protected or inferred sensitive attributes → never used · Accommodation and accessibility needs → a person, immediately · Unusual career paths and low-confidence equivalence → human review · Criteria producing skewed outcomes → head of talent acquisition and HR leadership
Skills
Parses applications across formats and checks completenessExtracts job-relevant skills and evidenceRecognises equivalence and transferable skillsAssesses against pre-defined criteria, mapping evidence to eachAssembles shortlist and near-miss lists with reasoningMonitors funnel, criterion performance and adverse impact
The workday
Parses applications
assesses against stated criteria
records evidence per criterion
requests missing information
prepares the screening pack
assembles shortlist and near-miss lists
schedules approved next steps
routes specialist assessment
flags conflict or uncertainty
sends candidate communications on approved templates
updates applicant status after a human decision.
Steward arc · Hire to Retire · Runs in Risk and HR · ERP
Provisioning requests, matched to the role template
Escalates
Sensitive missing evidence and failed checks → the responsible human authority · Privileged roles → the access owner and identity governance, never auto-approved · Incomplete provisioning threatening day one → HR operations and the line manager, with the runway stated · Late start-date changes → the recruiter and manager immediately
Skills
Designs the journey by role, location and worker typeChecks identity and eligibility evidence completenessOrchestrates tasks across HR, IT, security, facilities and learningVerifies completion against source systems rather than statusIdentifies the blocker and names its ownerRuns 30, 60 and 90-day checkpoints
The workday
Creates tasks and cases
requests documents
triggers the approved provisioning workflow
verifies completion against source systems
schedules induction
notifies manager and starter
chases owners with specific blockers
produces the day-one readiness brief
runs journey checkpoints
records completion and exceptions.
Steward arc · Hire to Retire · Runs in Risk and HR · ERP
Corrections, with calculation, source difference and applicable rule attached
Escalates
Any anomaly indicating a systemic underpayment → head of payroll and CFO immediately, because the exposure is criminal and not merely financial · Superannuation remittance at risk of the seven-day window → head of payroll same day · High-impact underpayment, termination, back pay and garnishment → a payroll professional · Award interpretation → HR and external advisers, never resolved by inference
Skills
Validates input population completenessCompares runs at employee level, not aggregateChecks pay rules and effective datesVerifies allowance and penalty rate eligibilityVerifies superannuation base and remittance timingIdentifies whether the error existed in prior periods
The workday
Validates input populations
compares runs at employee level
flags outliers with cause and exact source difference
verifies rule compliance
holds a suspect input where authorised
creates the correction workflow and routes recalculation
monitors completion
notifies payroll and, through an approved channel, the employee
documents the assurance pack
verifies ledger postings.
Steward arc · Hire to Retire · Runs in Risk and HR · ERP
The balance, the accrual, the evidence needed, who approves it and what it does to pay and roster, in the moment it was asked.
To give the employee and the manager a clear entitlement answer, and guide the request to a controlled outcome.
Business outcomes
The answer in the moment, rather than a day or two for something the record already holds
The whole answer, balance, evidence, approver, and what it does to pay and roster
Representative time redirected to the complex leave interactions that need judgement
The employee in difficulty reaching a person, not an efficient response
Manager sees impact, not evidence, which is the privacy line most manual processes blur
Measured on
Response and end-to-end request time
First-pass completeness
Proportion resolved without human handling
Complexity routing accuracy
Reports to
Chief Human Resources Officer
Authority, and yours
Does this alone
Answers entitlement questions with reasoning · processes clearly in-policy standard cases · updates records · triggers downstream workflow
Recommends
Approvals for requests requiring manager sign-off
Escalates
Medical, family violence, disability, hardship, disputed eligibility, discretionary exception and legal interpretation → authorised HR roles · Queries touching illness, injury, bereavement or personal circumstance → a representative immediately, never answered by an agent · A pattern suggesting a configuration error → head of shared services, because one person's wrong balance is usually many
Skills
Calculates balance, accrual and eligibility datesInterprets policy by agreement, jurisdiction and effective dateChecks evidence requirements, overlap and notice periodsAssesses team impact of a requested absenceDetects complexity and routes rather than answeringCommunicates with privacy awareness on both sides
The workday
Verifies the requester
answers with reasoning
calculates available entitlement
requests evidence
creates or updates leave and benefit requests
notifies the approver
records the decision
triggers the downstream roster or payroll workflow
escalates complexity.
Steward arc · Hire to Retire · Runs in Risk and HR · ERP
Ranked fill options and roster repairs, with rule status, binding constraint and cost stated
Escalates
Forced overtime, protected-condition impact, disputed availability and exception to an agreement → a manager or HR authority · Where no compliant fill exists → the coordinator, with each breach named and quantified · Safety-critical coverage gaps → operations leadership immediately · Recurring structural gaps → workforce planning, as an establishment question
Skills
Converts workload forecast into required coverageMatches eligible and available employeesVerifies skill and certification currencyValidates award, contract and fatigue rulesOptimises fairness and cost with transparent criteriaIdentifies and explains the binding constraint
The workday
Prepares the roster
detects coverage gaps
identifies compliant candidates
calculates cost per option
proposes shifts and swaps
requests employee response through approved preference rules
updates the approved schedule on decision
notifies stakeholders
logs compliance evidence
tracks overtime, fairness and fulfilment.
Steward arc · Hire to Retire · Runs in Risk and HR · ERP
Measured on Time from pattern to opened investigation
This cluster appeared in May, June and July, it involves three entities and two suppliers, and here is the evidence as a formatted investigation pack.
To identify and evidence control exceptions, so that investigations start well and end faster.
Business outcomes
Hypotheses built from the full dataset, not the sample human capacity can cover
The pattern that recurred named, the alert present in May, June and July
Both sides of the evidence assembled, so the investigator starts confident rather than doubtful
Financial exposure estimated, so triage reflects actual impact rather than alert volume
Detection time compressed, which is the measure that directly contains loss
Measured on
Time from pattern to opened investigation
Median days to detection
Investigation-to-outcome rate and alert accuracy
Fraud or error loss contained versus prior baseline
Reports to
Chief Risk Officer · Audit Committee
Authority, and yours
Does this alone
Runs the risk model · correlates alerts · assembles evidence · scores hypotheses · opens investigations with evidence attached
Recommends
Nothing about a person, only a hypothesis about a pattern, with evidence on both sides
Escalates
High-severity patterns → the risk owner and audit leadership, with the evidence · Any instance indicating potential fraud, regulatory breach or material loss → legal, HR and external forensics by the defined protocol · Financial or reputational materiality → the board through the governance channel
Skills
Applies risk models from documented controls and approved testing logicCorrelates alerts into hypotheses across time, entity and counterpartyAssembles the evidence supporting the hypothesis and the evidence against itScores by severity and estimated financial exposureIdentifies the potentially implicated persons and their rolesCreates an investigation pack ready to use
The workday
Runs the risk model against the governed population
correlates alerts
scores hypotheses
opens and routes investigations
monitors open cases and resolution
captures outcomes
feeds findings back into the risk model
escalates according to the defined protocol.
Steward arc · Detect to Correct · Runs in Service · Risk and HR
Measured on SoD conflicts identified and remediated
These 34 accounts carry an access combination that your policy does not permit, here is when each was granted, and whether the person still holds the role it was granted for.
To verify that who has access in the systems matches who is supposed to have it.
Business outcomes
Combinations identified that no per-system review will reliably surface
Dormant accounts visible by duration, the account that has not authenticated in 90 days and carries privileged access
SoD conflicts documented with their history, when the access was granted, and whether the granting role still applies
Evidence assembled for the owner to decide, rather than for analysts to debate first
Re-accumulation tracked over time, because an access review with no follow-up monitoring is a point-in-time comfort
Measured on
SoD conflicts identified and remediated
Dormant account coverage and closure time
Orphaned account identification rate
Time from exception identification to owner decision
Reports to
Chief Risk Officer · CISO
Authority, and yours
Does this alone
Compares entitlement to actual access · identifies exceptions · assembles evidence packs · tracks remediation
Recommends
Revocations and account deactivations, with evidence and history
Escalates
High-risk SoD conflicts, privileged-access anomalies, potential exfiltration signals and policy breaches requiring immediate action → security operations and risk leadership without delay · Contested revocations → the access owner and legal · Systemic exception patterns → the identity governance owner as a policy failure
Skills
Maps user accounts to HR records and role entitlementIdentifies orphaned, dormant and shared accountsDetects SoD conflicts against the defined matrixCorrelates access with recent privileged activityTracks access-change event logsProduces evidence packs by account for owner review
The workday
Ingests identity, access and HR data
matches users to entitlement
identifies orphaned, dormant and conflicted accounts
correlates with access-change and activity logs
assembles evidence packs by account
routes for owner decision
tracks remediation
monitors re-accumulation over time.
Steward arc · Detect to Correct · Runs in Service · Risk and HR
The full population was tested, these 23 exceptions raised themselves, here is the pattern across them, and it did not appear in the prior-period sample.
To test the full population rather than the sample your team has time to reach.
Business outcomes
Full-population testing replacing sampling where data access exists
A control that passes the sample and fails broadly is now findable
Exceptions ranked by materiality and pattern, so the audit team starts with the most significant
Prior-period comparison built into every finding, because a pattern that spans periods is a more significant finding than one that does not
Remediation tracked to completion and re-tested, which is what closes a finding rather than recording it
Measured on
Population coverage versus sample
Exception identification rate and false-positive rate
Time from exception identification to owner remediation
Re-test pass rate
Reports to
Audit Committee · Chief Risk Officer
Authority, and yours
Does this alone
Tests the population · identifies exceptions · ranks and patterns them · assembles finding packs · tracks remediation · re-tests
Recommends
Nothing about a person, only about a control and its exception population
Escalates
Material exceptions, regulatory breaches and systemic control failures → head of internal audit and external auditors · Patterns indicating potential misconduct → legal and the defined governance channel · Findings requiring immediate containment → the control owner and risk leadership, with the exposure quantified
Skills
Applies approved test logic across the full populationRanks exceptions by materiality, frequency and patternIdentifies control-design versus control-operating failuresCompares exception patterns against prior periodsAssembles finding packs with the exception list, pattern and recommendationTracks remediation and re-tests at the agreed interval
The workday
Retrieves and validates the governed data population
applies approved test logic
identifies and classifies exceptions
ranks by severity and pattern
compares to prior period
assembles finding packs
routes to the assessment owner
tracks control owner remediation
re-tests and reports outcome.
Steward arc · Detect to Correct · Runs in Service · Risk and HR
Three controls are testing for a risk that has moved, one risk has no coverage, and this control has been effective for four periods, here is the coverage map.
To give audit and risk leadership a reliable picture of where controls are working, where they are misdirected, and where the gaps are.
Business outcomes
A coverage map rather than separate documents, traceable from risk to control to evidence
Misdirected controls found, controls passing their test for a risk the organisation has moved past
Gaps found, risks with no control currently covering them
Testing results and issues linked to the risks they concern, not catalogued separately
The committee brief assembled rather than authored under pressure, each period
Measured on
Risk-to-control traceability coverage
Open issues with evidence of remediation action
Coverage gap closure time
Assurance pack production time
Reports to
Audit Committee · CRO
Authority, and yours
Does this alone
Maps risks to controls · monitors testing results and issues · identifies gaps · assembles coverage packs · tracks remediation
Recommends
Coverage gaps and misdirected controls, with the evidence from testing and issues
Escalates
Material coverage gaps → the CRO and head of internal audit · Control failures with regulatory impact → external auditors and the audit committee · Issues indicating systemic risk → the board through the governance channel
Skills
Maps controls to risks with design rationaleTracks testing results and control issues by periodIdentifies gaps, risks with no coverage and controls testing uncovered risksMonitors remediation across open issuesAssembles the coverage map with evidenceProduces assurance packs for the audit committee
The workday
Maintains the risk-to-control map
monitors testing results and issues
identifies design and coverage gaps
requests design confirmation or testing evidence
assembles assurance packs
tracks remediation
produces the committee brief
monitors emerging risks for coverage impact.
Steward arc · Detect to Correct · Runs in Service · Risk and HR
Measured on Time from regulatory publication to team awareness
Twelve changes were published this period across your scoped jurisdiction and topic set, here are the three that require an action, and when the action is due.
To keep the obligation register current without requiring someone to read everything.
Business outcomes
A systematic reading programme rather than periodic searches
Changes packaged with source, summary, mapped obligation and deadline, ready for professional assessment
Deadlines visible in advance, rather than on arrival
Unassigned obligations flagged, because an identified change with no owner is as dangerous as a missed one
An auditable record of what was monitored, what was identified, and what was done with it
Measured on
Time from regulatory publication to team awareness
Proportion of identified changes assessed within agreed timeframe
Unassigned obligations and deadline exposure
Source coverage and false-positive rate
Reports to
General Counsel · Chief Compliance Officer
Authority, and yours
Does this alone
Monitors sources · identifies changes · extracts obligations · maps to register · packages summaries · tracks assessment and assignment
Recommends
Whether a change appears to affect an existing obligation, presented as an initial read, not a legal conclusion
Escalates
Unassigned obligations approaching deadline → the compliance owner immediately · Changes indicating immediate action, material exposure or board-level disclosure → GC and CCO · Any interpretation of law or final impact assessment → legal professionals or external counsel
Skills
Monitors approved regulatory sources across jurisdictions and topicsIdentifies the change and extracts the key obligationMaps changes to the existing obligation registerDrafts a structured summary with action required and deadlineTracks open changes to assessment and assignmentReports coverage and missed-deadline risk
The workday
Monitors scoped sources
identifies changes
extracts key obligations
maps to register
drafts a structured summary
routes for legal or compliance assessment
records the assessment and the owner
tracks to assignment and action
reports the coverage and open items.
Steward arc · Monitor to Comply · Runs in Finance · Risk and HR
F
Obligations & Policy Management · Monitor to Comply
Measured on Obligation register completeness and currency
Obligation 47 has these three policies, these five controls, this owner, and this monitoring result, and this related obligation changed three weeks ago without triggering a review.
To create and maintain the traceable connection from obligation to policy to control to evidence.
Business outcomes
The map from obligation to policy to control to evidence, in one place rather than four
A review triggered when the obligation changes, before the policy becomes stale, not after
Owner confirmation tracked, which turns a self-reported review cycle into a monitored one
The assurance pack assembled rather than authored under time pressure at the close
The question answered in minutes, which policies cover this obligation, who owns them, and when they were last confirmed
Measured on
Obligation register completeness and currency
Policy confirmation rate per cycle
Review-trigger-to-completion time
Overdue items and unconfirmed obligations
Reports to
General Counsel · Chief Compliance Officer
Authority, and yours
Does this alone
Maintains the register · monitors currency and confirmation · detects connected-obligation changes · assembles evidence packs · tracks attestation
Recommends
Reviews triggered by obligation changes, and overdue items requiring attention
Escalates
Overdue or unconfirmed obligations → the compliance owner, with the period elapsed · Material coverage gaps or failed attestations → the CCO and GC · Gaps indicating potential regulatory breach → legal, immediately
Skills
Maps obligations to policies, controls and evidenceTracks policy currency, owner confirmation and versionDetects when a connected obligation changes and triggers a reviewMonitors attestation completeness and overdue itemsAssembles the obligation-to-evidence traceProduces the assurance pack for the CCO or board
The workday
Maintains the obligation register
links policies, controls and evidence
monitors policy currency and confirmation
routes review triggers
tracks attestation completion
identifies overdue items
assembles obligation-to-evidence packs
produces the compliance assurance pack.
Steward arc · Monitor to Comply · Runs in Finance · Risk and HR
Measured on Alert-to-investigation-to-confirmed rate by threshold
This threshold fired 340 times this month; 12 were investigated; 2 were confirmed. Here is what the true positives had in common that the false positives did not.
To improve the signal quality of the risk monitoring programme, so that alerts prompt investigation rather than fatigue.
Business outcomes
Alert fatigue quantified, fire rate, investigation rate, confirmed rate, by rule
True positives distinguished from false positives by what they had in common
Adjustments simulated before they are approved, so the decision is not a guess
Coverage gaps identified, typologies in the risk profile with no rule currently watching them
The calibration record assembled, which is what an adequacy review asks for
Measured on
Alert-to-investigation-to-confirmed rate by threshold
False-positive and false-negative rates
Time from performance degradation to reviewed threshold
Calibration documentation completeness
Reports to
Chief Risk Officer · Chief Compliance Officer
Authority, and yours
Does this alone
Analyses threshold performance · identifies patterns in true and false positives · simulates adjustment effects · assembles evidence packs
Recommends
Threshold adjustments, with the performance evidence, simulation and coverage gap
Escalates
Suspected systematic suppression → the CRO and CCO without delay · Regulatory or reportability concerns → compliance and legal · Material changes to a mandated monitoring programme → external compliance advisers before implementation
Skills
Analyses threshold performance, fire rate, investigation rate, confirmed rateDistinguishes signal from noise at the rule levelIdentifies common attributes of true positives versus false positivesSimulates the effect of proposed adjustments on past populationsChecks for coverage gaps in the rule set against the risk typologyProduces the calibration evidence pack
The workday
Retrieves alert, investigation and outcome data
computes threshold performance
identifies false-positive and false-negative patterns
simulates adjustment effects
assembles the calibration evidence pack
routes for threshold review
tracks approval and implementation
documents rationale.
Steward arc · Monitor to Comply · Runs in Finance · Risk and HR
The response pack, with the draft, evidence inventory and deadline
Escalates
Privilege decisions → legal, before any evidence is produced · Material regulatory exposure and board-level matters → GC, CCO and external counsel immediately · Missed or at-risk deadlines → the GC immediately, because a late submission to a regulator is itself a compliance event · Any unresolved question about the scope of a regulatory request → external counsel before responding
Skills
Tracks regulatory contacts, requests and deadlines by matterMarshals evidence on a controlled, privilege-aware basisIdentifies the deadline and the response framework that appliesDrafts the cover letter and response summaryCoordinates the narrative across contributing teamsMaintains the matter log for privilege, audit and subsequent reference
The workday
Opens and maintains the matter record
identifies the applicable framework and deadline
marshals evidence requests through a controlled channel
routes for privilege review before production
tracks evidence assembly
drafts the cover letter and response summary
coordinates the narrative review
tracks submission and any follow-up
maintains the matter log.
Steward arc · Monitor to Comply · Runs in Finance · Risk and HR
No role matches that yet
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