生成式人工智能未能取代软件即服务(SaaS)

2作者: AIFairy16 天前
萨蒂亚·纳德拉等人曾宣扬,生成式人工智能(GenAI)将取代各种 SaaS 服务的“业务逻辑”或“中间层”。他们的设想是,用户通过聊天界面与 GenAI 模型交互,然后模型直接与数据库交互。这将显然会使几乎所有 SaaS 应用程序的需求变得多余。 然而,实际情况是,GenAI 一直在向“堆栈”的上层移动,离数据库越来越远。现在没有人再谈论取代 SaaS 了。相反,GenAI 已经变成了一种点缀,你可以将其“叠加”在现有的 SaaS 应用程序之上,而无需真正取代它们任何预先存在的功能。 这种“向上移动”的变化充分说明了我们当前模型的无能为力。它们如此无能且不可靠,甚至无法取代 Excel 的任何一个部分。相反,微软所做的只是“将 GenAI 叠加其上”,将重担放在用户身上,让他们“弄清楚”如何使用它。我们从“用聊天代理取代它”变成了“直接在上面添加一个聊天代理,并寄希望于最好结果”。换句话说,我们实际上让我们的 SaaS 应用程序变得更加复杂,而不是整合它们的功能,从而简化它们。
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Satya Nadella &amp; others preached about GenAI replacing the &quot;Business Logic&quot; or the &quot;Middle Tier&quot; layer of various SaaS services. The idea was that users would interact with a GenAI model (via a chat interface), and then the model would interact directly with a database. This would have obviously mooted the need for almost all SaaS applications.<p>What&#x27;s been happening instead is that GenAI has been moving up the &quot;stack,&quot; further and further away from the database. No one&#x27;s talking about replacing SaaS anymore. Instead, GenAI has become a sort of garnish, something that you sprinkle ON TOP of existing SaaS applications without truly replacing any of their pre-existing features.<p>This shift &quot;up the stack&quot; speaks volumes to the impotence of our current models. They are so incapable and unreliable that they couldn&#x27;t replace a single part of Excel, for example. Instead, all Microsoft did was &quot;slap GenAI on top&quot;, placing the burden on users to &quot;figure out&quot; how to make it useful. We went from &quot;replace it with a chat agent&quot; to &quot;just slap a chat agent on top and hope for the best.&quot; In other words, we actually made our SaaS applications MORE complicated instead of consolidating their features and therefore simplifying them.