Financial Services Recovers €820K Annual Cost from Manual Invoice Processing

A Geneva-based financial services firm eliminated €820K in annual manual processing costs, achieving 4-month breakeven through AI automation.

The Challenge

The finance team in Geneva processes 1,200 invoices per month manually. Each invoice takes 32 minutes: extraction, validation, ERP entry, approval routing. The cost compounds: €820K annual labor cost, 11% error rate requiring rework, 7-day processing delays causing payment misalignments. The CFO reviews the numbers quarterly: €820K annual cost, 11% error rate, 7-day delays. Vendor relationships strain from late payments. The board asks: why is this still manual?

Quantified Metrics

Annual Cost
€820,000
Source: Internal analysis
Error Rate
11%
Source: Quality audit
Processing Delay
7 days
Source: Process metrics
Weekly Hours
32 hours
Source: Time tracking
Protocol

How We Rebuild the Logic

Efficiency is not an accident; it is engineered. We do not patch your current workflow. We rebuild the logic that drives it.

01

Diagnose

CHF 10,000 forensic analysis: Map every invoice touchpoint, quantify error costs, identify automation opportunities. We audit your current workflow—no assumptions.

02

Architect

Custom AI layer: Document extraction (GenAI), validation rules (ML), ERP integration (REST APIs). We rebuild the logic that processes invoices—not patch your current system.

03

Transfer

You own the system—not rent. Full code transfer, documentation, training. Point d'équilibre: 4 months. 58% time reduction.

System Architecture

Data flows left to right.

Invoice InputINPUTGenAI ExtractionPROCESSINGML ValidationPROCESSINGERP IntegrationOUTPUT
Input
Processing
Output

Tech Stack

GenAI (document extraction),ML (validation rules),REST APIs (ERP integration),Python automation layer

Results & Metrics

Before / After

Before
Annual Cost€820,000
Error Rate11%
Processing Time7 days
Weekly Hours32 hours
After
Annual Cost€344,400
Error Rate0.3%
Processing Time1 day
Weekly Hours13.4 hours

ROI Progression

€476K €394K €313K €231K €150K €-150K Month 1-4 €200K Month 5-8 €476K Month 9-12 €476K Year 2 €476K Year 3

Cost Breakdown

82.9% 11.0% 6.1% Labor Costs: €680K (82.9%) Error Costs: €90K (11.0%) Software Costs: €50K (6.1%)
Breakeven Point
4 months
3-Year ROI
€1.4M
"We recovered €820K in the first year. The breakeven was 4 months. This is not about cutting costs—it's about eliminating waste that was bleeding from our operations. The board approved the investment after seeing the forensic analysis. We now process invoices in 1 day instead of 7."
C
CFO
Financial Services, Geneva