Successful pilotSpend analytics · Cross-industry · Holding groups · Multi-entity

Department Spend Insight

Monthly anomaly detection and reporting from SAP FI to every business unit head: what moved, why it moved and which three items deserve a conversation, delivered by the 5th.

Monthlyreports delivered to BU heads by the 5th
≥ 3named anomalies per business unit
≥ 80%BU head adoption with an action recorded
The problem

What this workflow costs today.

01Spend reports nobody reads

Cost centre reports arrive as long tables weeks after month-end, with no view on what matters.

02Anomalies hide in volume

Duplicate vendors, split purchases and unusual postings are buried in thousands of lines.

03No link to action

Even when a variance is spotted, there is no owner, no follow-up and no record of the outcome.

04Finance as the bottleneck

Every BU question returns to a small FP&A team for a manual deep dive.

Three steps, every month

From ledger lines to conversations with owners.

The same monthly rhythm across every business unit, delivered by the 5th.

Pilot capabilitySpend Classification

Maps every posting to category, vendor and cost centre, and suggests recoding for miscoded lines with the reason shown.

Everyposting classified
Explainedrecoding suggestions
SAP FIas the source of truth
Pilot capabilityAnomaly Detection

Finds unusual amounts, frequencies, vendors and timing against history and peer units, ranked by value and risk.

≥ 3named anomalies per BU
Rankedby value and risk
Linkedto the exact postings
Pilot capabilityBU Briefing & Follow-up

A one-page brief for each BU head with suggested questions, and a follow-up item per anomaly until it is closed.

By the 5thmonthly delivery
≥ 80%BU head adoption with action
Trackedoutcome of every anomaly
How it works

The AiX™ loop, applied end to end.

Every agent follows the same five steps, so behaviour is predictable and every step leaves evidence.

1
Observe

General ledger postings from SAP FI, vendor master, cost centre hierarchy, budgets and purchase orders.

2
Reason

Classifies spend, compares it to budget, history and peer units, and scores each variance for materiality.

3
Decide

Selects at least three named anomalies per business unit, ranked by value and risk.

4
Act

Delivers the BU brief by the 5th, opens a follow-up item per anomaly and answers BU questions in context.

5
Learn

Learns from which anomalies were confirmed or dismissed and tunes the detection thresholds.

The agent team

Specialist agents, separated by duty.

No single agent both proposes and approves. Each one has a narrow job, its own tools and its own permissions.

Spend Classification Agent

Maps every posting to category, vendor and cost centre, fixing miscoding with explained suggestions.

Anomaly Detection Agent

Finds unusual amounts, frequencies, vendors and timing against history and peer units.

BU Briefing Agent

Writes a one-page insight for each BU head with named anomalies and suggested questions.

Follow-up Agent

Tracks the action each BU head takes and reports adoption back to the CFO.

Connects to:
SAP FI / COSAP S/4HANAOracle FusionMicrosoft FabricPower BIOutlook and Teams
Authentic AI at the centre

Autonomy you can govern, trace and control.

Speed comes from autonomy. Trust comes from the three things around it. This is how each is designed into Department Spend Insight.

Autonomy

Detection, ranking and reporting run on a fixed calendar without prompting; journals and vendor actions are outside the agent’s band.

Governance

Materiality thresholds, category taxonomy and report recipients are approved by the CFO and versioned.

Traceability

Each anomaly links to the exact postings, the comparison baseline and the reason it was ranked.

Control

Finance sets thresholds per entity and category, and every dismissal is recorded with a reason.

AiX™Authentic AIExplainable, traceable, reconcilable
Autonomy bands

What the agent does alone, and what it never does.

Bands are agreed with the business before go-live and widened only on evidence from the pilot.

ActionAutonomyAccountable owner
Classify spend and suggest recodingRecommendsFinancial controller
Detect and rank anomaliesActs autonomouslyFP&A lead
Deliver the monthly BU briefActs autonomouslyFP&A lead
Post a reclassification journalHuman approvesFinancial controller
Block a vendor or paymentAssistsCFO
Acts autonomouslyRecommendsHuman approvesAssists only
Decision recordIllustrative
Business unit
Logistics, Eastern Province
Anomaly
Fleet repairs 2.4x the 6-month average
Evidence
14 postings, 1 vendor, 3 invoices under PO approval limit
Pattern
Possible split purchasing
Action
Brief sent to BU head, follow-up opened
Outcome
Confirmed, framework agreement requested

Guardrails

  • Read-only access to the ledger for detection
  • Journals and vendor blocks require human approval
  • BU heads see only their own units
  • Materiality thresholds approved by the CFO
Outcomes & measurement

Every metric has a baseline and a method.

Success metrics are agreed before build and signed off with the client after the pilot.

MetricTargetHow we measure
On-time deliveryBy the 5thBrief timestamp vs working-day calendar
Named anomalies per BU≥ 3Count in each monthly brief
BU head adoption≥ 80%Briefs with a recorded action
Confirmed savingsTrackedValue of anomalies confirmed and corrected

Pilot results are company-reported and engagement-specific. Figures and names in decision records are illustrative.

How we deliver

The A.G.E.N.T. Method.

Agentic process reengineering, one workflow at a time.

AAudit

Map how the workflow really runs today, with owners, data lineage and the tacit rules.

GGauge

Agree the business outcome, the baseline and the success metrics before build.

EEngineer

Redesign for agent-first execution: agents, tools, rules and autonomy bands.

NNavigate

Pilot inside your controls, train owners and move bands only on evidence.

TTrack

Measure against the baseline and report the result the business signed off.

Start with one workflow, one agent and one measurable result.

Book a working session with our team in Dubai, Riyadh or the UK. We will map the workflow, agree the metric and show the agent running on data like yours.

The leak it closes

The four steps it runs
    Where the same capability shows up
    Primary measure

    Secondary measure

    Systems it reads and writes