IFS AI Pilot PlatformPwC MENA · AI transformation
Function: Finance / AP InvoicingSuppression rule: k≥5

Stage 5 · Operational map

Finance / AP Invoicing — Operational Map

Curated v1.0 — human-confirmed after merge-review resolution. Published to Function Lead and Leadership.

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Curated v1.0 — confirmed 21 Aug 2026. Extraction precision 87% / recall 86% against the SME gold set.

Workflows mapped

11

Action nodes

6

Handoff nodes

3

Control nodes

5 (2 not functioning as designed)

Shadow systems identified

3

High-friction handoffs

5

Automation-potential: Very High

4 workflows

Automation-potential: High

3 workflows

Automation-potential: Medium

3 workflows

Team hours lost to avoidable manual work / week

55-75h

Workflow nodes

W01

Invoice Receipt and Logging

Action
Automation: Very High

Hours/week: ~25-35h (4 clerks x 6-10h manual entry each)

W02

PO Matching (3-Way Match)

Control
Automation: Already automated

Hours/week: <1h (system) — but failure rate ~30-40% triggers W04

W03

Approval Routing

Handoff
Automation: High

Hours/week: ~15-25h (clerks sending/chasing) + ~12-20h (Nadia tier approving)

W04

Exception Handling

Action
Automation: Medium

Hours/week: ~15-20h (Omar) + re-routing time for clerks when resolved

W05

GRN Confirmation

Handoff
Automation: High

Hours/week: ~5-8h (posting + Friday sweep)

W06

FX Revaluation

Action
Automation: Very HighNew in v2

Hours/week: ~3-6h

W07

Dispute Tracking and Vendor Query Management

Action
Automation: HighNew in v2

Hours/week: ~5-8h

W08

Month-End Accruals

Control
Automation: Medium-HighNew in v2

Hours/week: ~6-10h at close

W09

AP Aging Reporting

Control
Automation: Very HighNew in v2

Hours/week: ~4-5h (building)

W10

Payment Processing

Action
Automation: Medium

Hours/week: ~3-5h

W11

Duplicate Invoice Detection

Control
Automation: Very HighNew in v2

Hours/week: ~0h (not systematically performed)

Shadow systems

Shadow systemOfficial systemPurposeStatus
"The Sheet" (Excel)SAP S/4HANA (invoice record)Parallel invoice tracker — all clerks update, always out of syncHigh confidence
FX revaluation template (Excel)SAP + Central Bank website (FX journals)Personal tool — manual rate lookup, error-proneHigh confidence
Dispute log (SharePoint Word doc)SAP + Outlook (vendor comms)Personally owned dispute management — no SLA, no backup ownerConfirmed in curation (92%)

High-friction handoffs

HandoffFrom → ToDelayInformation lostConfidence
Invoice → GRN confirmationVendor deliveryProcurement Liaison0-7 daysDelivery confirmation, GRN triggerHigh
Exception → PO fixAP SpecialistProcurement / requestor2 days - 3 weeksRoot cause contextMedium
Invoice → ApprovalClerkBudget holder1-7 daysDue date, penalty clause, urgencyHigh
AP status → ManagementTeam LeadFinance Manager / Controller5-7 day lagReal-time positionHigh
Delivery → AccrualProcurement / PMControllerUnpredictableServices delivered vs invoiced statusMedium

Top friction points

F1

Invoice data entry (W01): the biggest time sink

Clerks manually re-key PDF invoice data into SAP

  • Volume: ~1,200 invoices/month, ~25-35 team hours/week
  • Rework rate: ~30% park immediately due to data issues the OCR-less entry doesn't catch
  • Root cause: no intelligent document processing on the AP inbox
  • If fixed: eliminates ~25-30h/week of manual entry; reduces W01-triggered parking

F2

GRN bottleneck (W05): the invisible blocker

Invoice sits parked waiting for a GRN the liaison may not know is needed

  • Elapsed time lost: 0 to 7 days per invoice (Friday sweep cadence)
  • Scale: ~40% of all exceptions trace back to a missing or incorrect GRN or PO
  • Root cause: no automated delivery notification; a person is the human trigger
  • If fixed: removes the largest single cause of exception queue growth

F3

Approval routing (W03): slowest handoff in the chain

Budget holders approve by email, with no context, no due date, no urgency signal

  • Elapsed time: median ~2-3 days; tail cases 1 week+
  • Penalty risk: interest/penalty clauses missed because due date not surfaced
  • WhatsApp workaround: ~50% of approvals happen outside the system — no audit trail
  • If fixed: reduces approval wait time; creates audit trail; surfaces penalty risk

F4

FX revaluation (W06): highest error-rate step per transaction

Manual exchange rate lookup, AED calculation, journal posting

  • Time: 20-30 min per multi-currency invoice
  • Error rate: 2 confirmed posting errors in past year on a volume that likely has more
  • If fixed: eliminates error risk entirely; saves ~3-6h/week

F5

Accrual building (W08): structural incompleteness problem

Controller cannot reliably know what has been delivered but not yet invoiced

  • Impact: 2-3 restatements per quarter; CFO sign-off required each time
  • Root cause: GRN data exists in SAP but is not surfaced to the Controller in a usable form
  • If fixed: GRN data feeds accrual engine automatically; restatements drop to near-zero