Case study · Enterprise · 2024-2025

Multi-country CRM consolidation + AI sales assistant

A 14-country enterprise consolidated three regional CRM platforms into a single multi-tenant .NET 10 system, with an AI sales assistant layered on top. Engagement covered architecture, data-residency design and a 14-month phased rollout.

The problem

  • Three regional CRMs (EMEA on Salesforce, APAC on Dynamics, LATAM on a homegrown system) with incompatible data models and divergent product catalogues.
  • Pipeline reporting at HQ required manual reconciliation; quarterly close ran 5 weeks late on average.
  • Cross-region accounts (global customers buying in multiple regions) were tracked separately in each system, causing duplicate outreach and missed cross-sell.
  • GDPR, Chinese PIPL and Israeli privacy regulations imposed conflicting data-residency requirements across the 14 countries.
  • Sales team was reluctant to adopt a fourth system; previous consolidation attempts had failed.

The solution

  • Multi-tenant .NET 10 CRM core: per-region tenants on shared codebase; data physically stored in the originating region to satisfy residency rules.
  • Federated global account view: cross-region account identity that resolves at query time, never replicating regulated personal data across borders.
  • AI sales assistant: RAG over each rep's territory data + product catalogue + recent customer interactions, producing meeting prep briefs, follow-up draft emails and next-best-action suggestions. Always advisory; rep approves before sending.
  • Migration strategy: region-by-region phased cutover. EMEA first (Salesforce was easiest to extract); LATAM last (custom system required reverse-engineering). 14 months total.
  • Adoption focus: shadow-mode operation for the first month at each region; rep workflow validated before legacy decommission. Champion network in each country.

Results

  • All 14 countries on the consolidated platform within 14 months.
  • Quarterly close timeline cut from 5 weeks to 4 days.
  • Cross-region account discovery: 412 previously-unknown global accounts identified in first quarter post-launch.
  • AI assistant adopted by 78% of reps daily after 90 days; meeting-prep time reportedly cut by half.
  • Compliance: data-residency design accepted by EU, Russian and Chinese counsel without further architecture changes.
  • Salesforce / Dynamics / homegrown licenses retired; net licensing cost reduction of approximately 40% on first full year.

Technology stack

.NET 10 (C#), PostgreSQL per-region with logical sharding, Redis, Azure Service Bus, Federated query layer (custom), RAG over Postgres+pgvector, OpenAI / Anthropic Claude for sales assistant, multi-language UI (EN/RU/HE/ES/ZH-CN), data-residency policy engine.

Planning a multi-country consolidation?

Architecture, data-residency and vendor framing typically run 8-12 weeks before migration design begins.

Discuss your programme

Client name and exact financials withheld under NDA. Percentages and counts are reported as measured by the client programme office; original benchmarks on file.