INNOVATION-VERSE
Finance · P2P · Helpdesk
Supplier Query Handling
Where-is-my-payment queries consume a dedicated helpdesk team with no self-service channel.
Innovation-Verse recommends
Simplify + Eliminate + RPA + OCR / IDP
No AI layer justifiedAutonomy L1 — GenerateRisk 1/5AAWI 46/100
FTE Capacity Release
1
Freed and redeployed
FTE Reduction
1.1
Defensible headcount removal
FTE Avoidance
0.5
Future hiring not required
Annual Benefit
$177K
Net $127K
Investment
$291K
Run cost $51K/yr
ROI
44%
Net benefit ÷ investment
Payback
27.5 mo
3-Year Value
$89K
Why
- Root cause: No supplier portal visibility; Payment status fragmented across systems.
- Work profile: 85% repetitive, 30% judgment-dense, 6% exception rate, AAWI 46/100.
- Economics: $440K of current annual cost across 7.1 FTE of measured effort.
- Simplify — Step and handoff reduction on a fragmented, low-maturity flow.
- Eliminate — Only the fraction of work with no downstream consumer can simply stop.
- RPA — Deterministic execution on stable, structured, repetitive steps.
- OCR / IDP — Document capture where inbound formats are the bottleneck.
Human role
Performs the decision; the system prepares the evidence
Why not the more complex options
- ✕GenAI — Economics do not clear the bar — ROI 13% against $155K investment.
- ✕Copilot — Economics do not clear the bar — ROI 24% against $167K investment.
- ✕Agentic AI — Data readiness 55% is inadequate for unsupervised action.
- ✕Multi-Agent — Data readiness 55% is inadequate for unsupervised action.
- ✕Autonomous Workflow — Data readiness 55% is inadequate for unsupervised action.
AI justification test
- ✓ High volume
- ✓ High repetition
- — Structured data available
- ✓ Rules-based decisioning
- ✓ High manual effort
- — High exception burden
- ✓ Sufficient process maturity
- ✓ Acceptable risk
- — Strong economic case
Expert reasoning · six analytical lenses, one recommendation
- — Root cause concentration: No supplier portal visibility, Payment status fragmented across systems.
- — Value at stake is 40% of the current cost base.
- — Do not fund technology ahead of the process decision it depends on.
Root causes
Diagnosed before any technology is considered.
- 01No supplier portal visibility
- 02Payment status fragmented across systems
- 03Repetitive query mix
Work activities
Atomic decomposition — effort share and judgment density.
Query research and response9.0 min · judgment 30%
Work profile
Measured inputs behind every calculation.
FTE base6
Annual volume72,000
Minutes per transaction9
Annual manual hours11,934
Current FTE effort7.1
Current cost$440K
Cost per transaction$6.12
Rework cost$42K
Error / rework / exception5% · 8% · 6%
Geography · grade mixIndia GCC · 70% analyst / 25% senior / 5% lead
SystemsSAP S/4HANA, Ariba, ServiceNow
AI Addressable Work Index
Opportunity potential — not a recommendation.
46
AAWI
AI30%
Automation25%
Agentic17%
Human-essential29%
Repetition85
Rules dependence65
Structured data55
Knowledge intensity60
System accessibility70
Volume81
Human judgment30
Variability35
Risk20
Human accountability30
17-intervention spectrum
Every intervention scored against this work. Ranked by solution fit.
| Intervention | Fit | Benefit | Invest | ROI | Payback |
|---|---|---|---|---|---|
| 02 Simplify Operational · complexity 2/10 | 54 | $41K | $57K | 69% | 17.4 mo |
| 01 Eliminate Operational · complexity 1/10 | 53 | $27K | $33K | 80% | 15.0 mo |
| 03 Standardise Operational · complexity 2/10 | 51 | $44K | $90K | 44% | 27.1 mo |
| 10 RPA Digital · complexity 4/10 | 51 | $75K | $114K | 48% | 25.0 mo |
| 11 OCR / IDP Digital · complexity 5/10 | 49 | $74K | $139K | 34% | 35.7 mo |
| 05 Kaizen Improvement · complexity 2/10 | 48 | $20K | $49K | 38% | 31.7 mo |
| 04 Lean Improvement · complexity 3/10 | 48 | $46K | $98K | 42% | 28.7 mo |
| 09 Digital / Workflow Digital · complexity 4/10 | 48 | $48K | $130K | 23% | 52.5 mo |
| 06 Six Sigma Improvement · complexity 4/10 | 41 | $32K | $122K | 21% | 57.1 mo |
| 12 Analytics / ML Intelligence · complexity 5/10 | 40 | $40K | $139K | 13% | 91.0 mo |
| 14 Copilot Intelligence · complexity 6/10 | 38 | $79K | $167K | 24% | 50.9 mo |
| 13 GenAI Intelligence · complexity 6/10 | 38 | $54K | $155K | 13% | 92.3 mo |
| 07 Process Re-engineering Improvement · complexity 6/10 | 36 | $53K | $212K | 19% | 62.4 mo |
| 15 Agentic AI Agentic · complexity 8/10 | 33 | $108K | $261K | 15% | 78.9 mo |
| 08 Operating Model / GBS Redesign Improvement · complexity 8/10 | 28 | $43K | $342K | 7% | 183.4 mo |
| 16 Multi-Agent Agentic · complexity 9/10 | 21 | $91K | $383K | -4% | n/a |
| 17 Autonomous Workflow Agentic · complexity 10/10 | 17 | $96K | $506K | -11% | n/a |
Minutes / transaction9
Exception rate6%
Rework rate8%
Cycle time3 days
Annual manual hours11,934
CharacterManual, fragmented, human-dependent
Minutes / transaction5.6
Exception rate5%
Rework rate4%
Cycle time1.5 days
Hours released4,468
CharacterStandardised, exception-driven, human-in-loop
Autonomy ceilingLevel 5
Recommended autonomyLevel 1 — Generate
Residual human effort29%
MonitoringContinuous with threshold alerting
Gate statusConstrained
CharacterAgentic within guardrails, not autonomous
FTE redeployment
Where should 1 FTE of released capacity go?
Analytics & Insight0.3 FTE
Business Partnering0.2 FTE
Controls & Risk0.1 FTE
Transformation0.1 FTE
Advisory0.1 FTE
Continuous Improvement0 FTE
Before — transactional FTE
6
100% transactional
After — transactional FTE
3.3
+ 1 FTE redeployed to strategic work
Change impact
Transform the work, not merely the headcount.
Roles impactedHelpdesk Analyst
Activities changing1 atomic activities
Skills requiredKnowledge curation, Copilot supervision
Capacity released1 FTE
Training requirementCopilot enablement, 1 day
Adoption riskLow
Leadership actions
- — Name a single accountable process owner for the end-to-end flow
- — Publish the redeployment commitment before deployment starts
- — Review adoption and exception trends in the monthly operating review
Governance & autonomy gate
No recommendation is issued that the gate does not permit.
Risk level1/5
Compliance sensitivity3/5
Data sensitivityInternal
Human-in-loopApproval on every case
Approval pointPre-action
AuditabilityFull decision log with evidence trail
Escalation pathTeam lead → process owner → controller
Max permitted autonomyLevel 5
Gate findings
- ⚠Data readiness 55% is inadequate for unsupervised action.
- ⚠ROI on autonomous operation is insufficient against implementation and run cost.
Control requirements
- — Confidence thresholds with mandatory human review below tolerance
- — Segregation of duties preserved between preparer and approver
- — Immutable action log retained for audit and SOX evidence
- — Kill-switch and rollback for every automated action class
Sequenced roadmap
Lowest complexity first. No layer skipped.
0–30 days · Simplify$41K
Step and handoff reduction on a fragmented, low-maturity flow.
30–60 days · Eliminate$27K
Only the fraction of work with no downstream consumer can simply stop.
60–90 days · RPA$75K
Deterministic execution on stable, structured, repetitive steps.
90–120 days · OCR / IDP$74K
Document capture where inbound formats are the bottleneck.