人工智能是对商业模式的压力测试。
AI is a business model stress test

原始链接: https://dri.es/ai-is-a-business-model-stress-test

Tailwind Labs 最近解雇了 75% 的工程团队,这是人工智能对其商业模式影响的直接结果。CEO Adam Wathan 解释说,人工智能“压力测试”了他们对开发者通过访问文档发现和购买 Tailwind Plus(预构建 UI 组件)的依赖——而现在人工智能代码生成绕过了这一渠道。 核心问题不是人工智能 *扼杀* 开源,而是 **使完全可规范的元素**(如文档和 UI 组件)**商品化**。现在接受过 Tailwind 资源训练的人工智能公司提供类似的结果,*而无需* 将流量导回 Tailwind,从而造成价值提取问题。 Wathan 认为,价值正在从规范转移到 **运营**:部署、维护、安全和正常运行时间等持续工作——这些是人工智能目前无法提供的。Vercel(Next.js)和 Acquia 等公司通过提供围绕开源框架的 *服务*,而不是框架本身来证明这一点。 Tailwind 的未来仍然不确定,这表明虽然该框架本身很强大,但在人工智能时代,仅靠可规范的功能建立可持续的业务越来越具有挑战性。

相关文章

原文

AI commoditizes anything you can specify. It can't commoditize what you have to operate.

A lone sailor in a small boat glides across a glowing, calm sea at night beneath a star-filled sky.

Tailwind Labs laid off 75% of its engineering team last week.

Adam Wathan, CEO of Tailwind Labs, spent the holidays running revenue forecasts. In a GitHub comment, he explained what happened:

The reality is that 75% of the people on our engineering team lost their jobs here yesterday because of the brutal impact AI has had on our business. Traffic to our docs is down about 40% from early 2023 despite Tailwind being more popular than ever.

The story circulating is that AI is killing Open Source businesses. I don't think that is quite right.

AI didn't kill Tailwind's business. It stress tested it. Their business model failed the test, but that is not an indictment of all Open Source business models.

Tailwind's business model worked for years. It relied on developers visiting their documentation, discovering Tailwind Plus while browsing, and buying it. Tailwind Plus is a $299 collection of pre-built UI components. Traffic led to discovery, and discovery drove sales. It was a reasonable business model, but always fragile.

In the last year, more and more developers started asking AI for code instead of reading documentation, and their sales and marketing funnel broke.

There is a fairness issue here that I don't want to skip past. AI companies trained their models on Tailwind's documentation and everything the community wrote about it. And now those models generate Tailwind code and answer Tailwind questions without sending anyone to Tailwind's website. The value got extracted, but compensation isn't flowing back. That bothers me, and it deserves a broader policy conversation.

What I keep coming back to is this: AI commoditizes anything you can fully specify. Documentation, pre-built card components, a CSS library, Open Source plugins. Tailwind's commercial offering was built on "specifications". AI made those things trivial to generate. AI can ship a specification but it can't run a business.

So where does value live now? In what requires showing up, not just specifying. Not what you can specify once, but what requires showing up again and again.

Value is shifting to operations: deployment, testing, rollbacks, observability. You can't prompt 99.95% uptime on Black Friday. Neither can you prompt your way to keeping a site secure, updated, and running.

That is why Vercel created Next.js and gives it away for free. The Open Source framework is the conduit; the hosting is the product. Same with Acquia, my own company. A big part of Acquia's business model is selling products around Drupal: hosting, search, CI/CD pipelines, digital asset management, and more. We don't sell describable things; we sell operations.

Open Source was never the commercial product. It's the conduit to something else.

When asked what to pivot to, Wathan was candid: "Still to this day, I don't know what we should be pivoting to". I've written about how digital agencies might evolve, but CSS frameworks and component libraries are a harder case. Some Open Source projects make for great features, but not great businesses.

Tailwind CSS powers millions of sites. The framework will survive. Whether the company does is a different question. I'm rooting for them. The world needs more successful Open Source businesses.

联系我们 contact @ memedata.com