Bulk-Trading Group · AI Benchmark for an RMB 80 Billion Business
Ready-to-use WorkBuddy plus a privately deployed open-source LLM on self-hosted GPUs created a group-level AI benchmark that kept data inside the enterprise.
Background and Challenge
The bulk-trading group, with RMB 80 billion in revenue, had extremely strict data-security requirements and needed company-wide AI productivity gains without data leaving the enterprise.
Solutions
A hybrid deployment: ready-to-use WorkBuddy covered general productivity scenarios, while an open-source LLM privately deployed on self-hosted GPUs handled core business data, spanning sales prospecting, customer insights and document generation.
Delivered Outcomes
WorkBuddy and the private LLM ran in parallel, keeping data inside the enterprise while improving productivity across sales prospecting, customer insights and document generation, and becoming a group-level AI implementation benchmark.
Case Highlights
- Service type: WorkBuddy Training
- Client industry: Bulk Trading
- Client annual revenue (RMB)：RMB 80B
- Deployment that keeps data inside the enterprise：Private
- Coverage across sales, insights and documents：Company-wide
The figures shown apply only to the disclosed project and measurement method. They are not a promise of results for other projects.
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