Services B2B / ESNMid-marketDuration: 10 semaines

DSO reduced by 18 days in a B2B services mid-market company

IT services / consulting firm, 650 employees, Paris region

Results

−18 jours

DSO reduction (72 → 54 days)

2,1M€

cash flow freed up

−80%

manual dunning time reduction

94%

collection rate at 60 days

Challenge

DSO at 72 days in a sector where the norm is 45-55. Client dunning was manual

(a part-time controller), inconsistent, and triggered too late. No payer segmentation:

the same dunning email went to the €500K/year client and the €15K/year client.

Working capital put cash flow under pressure every quarter-end.

Approach

  1. 1

    Week 1-2: Receivables portfolio analysis — segmentation of 200+ clients by risk × value × payment history

    Value ArchitectMaturity Auditor
  2. 2

    Week 3-4: Predictive payer scoring — simple model (no heavy ML) based on 24 months of billing data

    Value ArchitectMaturity Auditor
  3. 3

    Week 5-7: Dunning automation — 3 differentiated email sequences by segment (VIP / standard / at-risk) + automatic escalation to account manager at D+15

    Value ArchitectMaturity Auditor
  4. 4

    Week 8-9: Real-time DSO dashboard with alerts — view by client, by BU, by receivable aging

    Value ArchitectMaturity Auditor
  5. 5

    Week 10: Finance team training + dashboard handover

    Value ArchitectMaturity Auditor

Testimonial

Client scoring changed the way we collect. We no longer treat a €500K client the same as a €15K client. And the dashboard let me eliminate 3 weekly Excel reports.

Directrice du Contrôle de GestionESN, Île-de-France

Agents involved

AGENT

Value Architect

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AGENT

Maturity Auditor

Scorecard + roadmap 90 jours pour cadrer la transformation data/AI.

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