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垂直软件公司在AI时代展现韧性
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人工智能的快速发展正在重塑软件行业,但垂直软件公司凭借其深厚的行业专业知识、监管知识和难以复制的工作流程,展现出较强的韧性。这些为特定行业(如医疗保健、保险和工业设计)量身定制的软件,在短期内能有效抵御AI的颠覆,并可能在长期内受益。RBC Capital Markets认为,这类软件是“几乎不受AI影响”的领域,客户黏性高,且许多服务行业正处于技术现代化早期,不太可能立即采用AI驱动的替代品。长远来看,垂直软件供应商将在AI采用的新阶段发挥关键作用,通过提供上下文信息来训练和优化AI模型,从而推动行业特定AI工具的进步。RBC推荐了包括Autodesk和Clearwater Analytics在内的多家垂直软件公司。

🎯 **行业壁垒与韧性**:垂直软件公司为特定行业提供高度专业化的解决方案,这些解决方案通常涉及复杂的监管要求和独特的工作流程,使得AI技术的快速替代变得困难。这种“AI免疫”特性(至少在短期内)使得它们在AI颠覆的软件行业中独树一帜,并获得了分析师的青睐。

🔒 **高客户黏性与“必需品”属性**:垂直软件通常支持关键业务功能,被视为“必需品”而非“可选项”,这带来了极高的客户保留率。例如,Clearwater Analytics展现了高达98%-99%的客户收入留存率,表明客户对产品的忠诚度极高,AI初创公司需要很长时间才能构成实质性威胁。

📈 **长期AI赋能潜力**:尽管短期内具有防御性,但垂直软件公司在AI的长期发展中也将扮演重要角色。它们不仅能提供数据,更能为AI模型的训练和优化提供关键的行业上下文信息,从而催生出能够显著提高生产力的行业特定AI工具,实现AI的深度融合与应用。

📊 **RBC的推荐名单**:基于其防御能力和AI创新潜力,RBC Capital Markets将多家垂直软件公司评为“增持”评级。这份名单包括了在各自领域具有领先地位的公司,如Autodesk(设计软件)、Bentley Systems(基础设施工程软件)、Clearwater Analytics(投资会计与报告软件)、Guidewire(保险软件)、Hinge Health(数字健康)、Samsara(物联网平台)、PTC(制造软件)和Veeva Systems(生命科学软件)。

Clearwater Analytics CEO Sandeep Sahai rings the opening bell at the New York Stock Exchange.

As hype around generative AI continues to rattle the software sector, more specialized software companies may be among the most resilient players and the most underappreciated.

RBC Capital Markets wrote on Wednesday that vertical software — tools specifically designed for industries such as healthcare, insurance, and industrial design — could weather AI disruption in the near term and benefit from it in the long run.

These software vendors benefit from deep domain expertise, regulatory knowledge, and workflows that are difficult to replicate, the analysts wrote in a note to investors.

"Vertical software is one pocket of software that is likely to be viewed as 'AI-proof' (for now)," the RBC analysts, led by Rishi Jaluria, wrote.

'Need-to-have' software

Vertical software often supports critical functions and is typically seen as "need-to-have," not just "nice-to-have," the report explained.

With high customer retention, it could take years for these companies to be threatened by AI startups, even in a best-case scenario, the analysts argued.

One such company, Clearwater Analytics, boasts gross revenue retention (GRR) rates of 98% to 99%, demonstrating the loyalty of its customers to the product. Gross revenue retention is a common metric for subscription-based businesses and software companies, measuring how effectively they maintain their existing revenue base.

Additionally, many of the industries these companies serve are still in the early stages of modernizing their technology. That makes customers less likely to adopt AI-driven replacements in the near future.

Over the longer term, RBC sees vertical software vendors playing a key role in shaping the next phase of AI adoption. Rather than merely supplying data, they can provide context to train and fine-tune AI models, leading to industry-specific AI tools that drive real productivity gains.

Goldman Sachs' view

At a recent Goldman Sachs tech conference last month, I asked Kash Rangan, the firm's software analyst, about which companies could survive the AI challenge.

He highlighted ServiceNow, praising CEO Bill McDermott's battle-tested leadership. He also pointed to Intuit for creating value for its existing products by subtly adding AI into them.

Salesforce got a more reserved assessment. Rangan said while CEO Marc Benioff is "in the fight," the company still needs to prove that its new Agentforce AI product is gaining traction with customers and that they're willing to pay for it.

In an industry dominated by flashy AI bets, RBC highlights a quieter reality: while vertical software may not be immune to threats by AI companies, its combination of industry entrenchment and domain-specific potential makes it a rare, AI-proof niche. For now, anyway.

RBC's AI software survivors

Here are the vertical software companies that RBC recommended on Wednesday. RBC rates these all "Outperform," citing their defensibility and their ability to innovate around AI:

Sign up for BI's Tech Memo newsletter here. Reach out to me via email at abarr@businessinsider.com.

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垂直软件 AI韧性 RBC Capital Markets Autodesk Clearwater Analytics Vertical Software AI Resilience Software Industry
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