Alibaba dominates single-vendor enterprise procurement

Alibaba wins these accounts by turning the model into one line item inside a bigger infrastructure contract. A large enterprise buying from Alibaba can get Qwen through Model Studio, run it on the same cloud account as storage and security tooling, isolate teams with workspaces, and even apply zero data retention controls, while DeepSeek mainly competes through open weights and low API prices. That makes procurement, compliance, and production rollout easier for the buyer, not just cheaper per token.1 2 3 4 5 6

• Alibaba already sells the full bundle. Model Studio is positioned as a one stop model service platform, offers Qwen plus third party models through OpenAI compatible APIs, and supports workspace level permissions, encrypted storage, and explicit enterprise data handling controls. That is the shape of a platform procurement teams can standardize on.2 3 4 5
• DeepSeek is strongest where the buyer wants a cheap, flexible model layer. Its own materials emphasize open source releases, MIT licensed weights, API access, and lower priced variants like V4.1 Flash. That is powerful for developers and model routers, but it does not by itself replace a cloud vendor relationship.6 7 8 9
• This is the same pattern seen across the market. Chinese open models are driving huge usage on neutral routing layers like OpenRouter, but those platforms monetize only a thin take rate. When the model becomes interchangeable, the durable value shifts toward whoever owns the gateway, billing, governance, and surrounding workflow.10 11

The next step is a split market. DeepSeek should keep winning wherever teams want the best cost performance model and are comfortable assembling their own stack. Alibaba should keep pulling ahead in large managed deployments, especially where CIOs want one vendor to own the full path from GPU to data policy to application runtime.1 2 3 6 10