RunningHub Shows How AI Productivity Systems Can Create a Competitive Edge
模型谁都买得到，拉开差距的是AI生产力系统
- Who
- Dang Jinfeng
- What
- argued that AI productivity systems built around compute, harnesses, and data will differentiate AI businesses
- Quote
海马云创始人兼 CEO 党劲峰给出了另一个有穿透力的行业洞察： “消费级 AI 很难挣到钱，放眼全球能做成的只有极少数巨头，真正能落地变现的只有垂直生产力场景。
What happened
The article argues that as model capabilities converge, AI companies can differentiate through productivity systems that combine computing power, tools, data, and agents to deliver reliable work. It presents Haima Cloud’s RunningHub as an example, citing 266% growth in visits from March to September and reporting that about 60% of its model calls are handled by dynamic routing.
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See the full storyHaima Cloud Says Productivity Systems Will Differentiate AI BusinessesThe story so far
Haima Cloud founder and CEO Dang Jinfeng argued that AI businesses can stand out by building productivity systems around computing power, tools, data, and agents. Haima Cloud’s RunningHub is presented as an example; visits grew 266% from March to September, and the company said dynamic routing handles about 60% of its model calls. Dang said consumer AI is difficult to monetize and that practical revenue will come mainly from vertical productivity applications. He argued that AI’s next stage will depend on reliably delivering completed work, rather than generating open-ended possibilities.
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