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cover of episode EP 484: The Next Frontier of Startups: Domain Experts in the Age of AI

EP 484: The Next Frontier of Startups: Domain Experts in the Age of AI

2025/3/18
logo of podcast Everyday AI Podcast – An AI and ChatGPT Podcast

Everyday AI Podcast – An AI and ChatGPT Podcast

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A
Alia Bahbool
主持人
专注于电动车和能源领域的播客主持人和内容创作者。
Topics
@主持人 : AI的快速发展不仅改变了创业公司可以使用的工具和能力,也改变了风险投资的格局。大型语言模型的进步使得知识更容易获取,这是否导致了对领域专家的需求增加?风险投资公司和创业公司在产品市场匹配和用户获取方面是否面临越来越大的挑战?在AI无处不在的时代,风险投资公司和创业公司之间的关系中,哪些方面最需要重新平衡? 对于那些在科技行业裁员后考虑创业的领域专家,有什么建议?风险投资公司和创业公司对员工数量的重视程度是否发生了变化?在当前的风险投资和创业生态系统中,哪些方面最需要重新平衡?在GTC大会上,风险投资公司和创业公司应该关注哪些方面? @Alia Bahbool : 英伟达的风险投资联盟支持投资于AI生态系统的风险投资公司,涵盖投资和投资组合支持两方面。英伟达除了GPU,还提供软件、开源模型和计算资源等支持给创业公司。英伟达风险投资联盟是英伟达创业计划的一个子集,专门为风险投资公司的投资组合公司提供支持。创业公司可以通过其风险投资公司推荐加入英伟达风险投资联盟,获得更个性化的支持。我的背景是天体物理学和AI,之后从事投资和风险投资工作。AI模型更容易使用,使得更多创业公司开始使用AI,并以创新的方式应用AI。即使AI不是核心业务,创业公司也可以利用AI优化运营,例如供应链管理或客户拓展。领域专家是真正理解问题的人,他们不一定需要是产品经理或AI专家,但他们需要深入了解他们试图解决的问题。风险投资公司越来越重视那些真正深入理解所要解决问题的专家,因为AI的普及使得差异化竞争变得更加重要。风险投资公司现在比以前更谨慎,更关注那些真正理解他们试图解决的问题的人。大型语言模型可以替代一些分析师的工作,但仍然需要领域专家来理解问题并将其转化为可行的见解。即使大型语言模型可以生成深度研究报告,仍然需要领域专家来解读信息并将其转化为可执行的见解。创业公司越来越专注于解决更具体的、更窄的问题。创业公司应该专注于利用AI解决那些更复杂、更难以解决的问题,这些问题需要他们深入的专业知识才能解决。产品市场匹配一直都很困难,但现在可能更容易一些,因为公司更愿意使用创新的技术。风险投资公司现在比以前更谨慎,更关注如何预测AI对商业模式的影响以及未来的创新趋势。英伟达通过举办活动、提供行业见解以及与创业公司合作来帮助风险投资公司和创业公司。现在是领域专家创业的好时机,因为风险投资公司更重视那些深入了解问题的专家。风险投资公司现在更重视创业公司的客户数量和市场吸引力,而不是员工数量。需要平衡的是如何将AI与传统的客户获取和市场吸引力相结合。对创业公司的建议是:深入理解所解决的问题(技术和客户两方面)。对风险投资公司的建议是:充分利用AI进行深入研究,了解AI的创新和发展趋势,从而更好地进行投资决策。建议关注Jensen Huang的主题演讲,因为它会总结AI的未来发展方向和新技术。领域专家拥有独特的技能,能够将信息转化为可执行的见解,这在AI时代非常有价值。

Deep Dive

Chapters
The rapid advancements in AI are transforming the startup ecosystem and venture capital strategies. NVIDIA's VC Alliance plays a key role in supporting VCs and their portfolio companies in AI optimization and implementation. The relationship between NVIDIA's Inception Program and the VC Alliance is explained, highlighting how startups can access support.
  • Venture capital is changing rapidly due to AI advancements.
  • NVIDIA's VC Alliance supports VCs with investment and portfolio support.
  • The Inception program provides broad startup support, while the VC Alliance focuses on portfolio companies of VCs.
  • Startups can access more personalized support through their VCs.

Shownotes Transcript

Send Everyday AI and Jordan a text message

Startups are changing quickly.

That means Venture Capital is changing just as fast. 🏃‍♂️‍➡️

And with that breakneck pace has emerged a surprising trend: the skyrocketing value of domain expertise.

Today, we dive in with a startup and VC leader at NVIDIA. 

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Topics Covered in This Episode:

  1. Changing Landscape of AI and Startup Ecosystem
  2. NVIDIA's VC Alliance and Startup Support
  3. Role of NVIDIA Beyond GPUs
  4. NVIDIA Inception Program and VC Alliance
  5. Startup Progression to VC Alliance
  6. Increasing Integration of AI in Startups
  7. Role of Domain Experts in Startups
  8. Evolution from Tech-focused to Problem-focused Startups
  9. Challenges for VCs and Startups in Rapid AI Innovation
  10. Importance of Domain Expertise in AI-driven Startups
  11. Trends in Venture Capital and Startup Strategies with AI

Timestamps:
00:00 "Everyday AI: NVIDIA GTC Live Coverage"

04:06 VC Alliance: Inception Program Subset

08:17 AI Opportunities for Non-Tech Companies

10:36 "VCs Value Deep Problem Understanding"

13:09 AI Research vs. Human Expertise

18:39 Product Market vs. Investment Challenges

19:54 VCs Cautious in AI Investments

22:33 Entrepreneurial Opportunities for Laid-Off Experts

28:11 Leverage AI for Research Insights

30:25 Domain Experts’ Unique Value

31:47 "Daily AI Tune-In"

**Keywords:
**Generative AI, Venture Capital, NVIDIA GTC, Startup Ecosystem, Industry Experts, AI Optimization, AI Implementation, NVIDIA VC Alliance, Inception Program, GPU, Software, Open Source Models, Platform Support, Investment Side, Portfolio Companies, Domain Experts, Large Language Models, Commoditization of Knowledge, AI Integration, AI Landscape, Problem Solving, AI Accessibility, AI-Powered Startups, Rebalancing Ecosystem, Customer Reach, Product Market Fit, Breakneck Pace, Traction, AI Innovations, AI Day for VCs.

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