Shipping Excellence

How AI Agents Will Reshape Business & Software Development w/ Drew Burdick


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In this episode of Shipping Excellence, host Andrew Duncan sits down with Drew Burdick, Managing Partner of StealthX, and co-author of the AI North Star Playbook. They dive into how businesses should think about AI adoption, the rise of AI agents, and how solopreneurs and enterprises alike can leverage AI to drive efficiency and growth. The discussion covers everything from practical AI implementations, agentic workflows, the evolution of work, and the massive opportunities AI presents for early adopters.

Key Topics Discussed

  • AI North Star Playbook – Why most companies approach AI the wrong way and how the playbook helps leaders identify high-impact opportunities.
    • Experimentation Over Hesitation – Why business leaders need to test and learn with AI tools rather than waiting on perfect clarity.
    • AI Agents & Workflows – Understanding what makes an AI implementation an "agent" vs. just AI augmentation in workflows.
    • Real-World AI Success Stories – From legal redlining automation to AI-powered RFP evaluation and outbound sales AI.
    • The Future of Work & Solopreneurship – How AI will enable one-person unicorns and disrupt industries that rely on manual digital labor.
    • Strategic Thinking for Builders – Why software engineers, product leaders, and businesses must rethink how they deliver value in an AI-powered world.
    • AI’s Role in Product Development – How AI is reshaping design, engineering, and shipping software at an accelerated pace.
    • Chapters

      00:00 Introduction to AI and the North Star Playbook

      03:02 Current Trends in AI Adoption

      05:53 AI in Business Processes

      08:37 Success Stories in AI Implementation

      10:59 The Future of AI in Customer Service

      13:26 The Evolution of Business with AI

      15:51 Mapping Value Streams with AI

      18:40 The Role of Human Insight in AI Development

      20:38 Embracing Change in the Age of AI

      23:56 The Rise of Solopreneur Unicorns

      26:18 AI in Education: A Real-World Success Story

      28:40 Democratization of Business: The New Age of Entrepreneurship

      30:37 Differentiation in a Noisy Market

      32:34 Understanding Customer Needs for Product Success

      33:29 Agentic Workflows: The Future of AI

      39:06 The Evolution of AI Agents in Business

      41:57 Building AI Workflows: From Simple to Complex

      44:15 The Future of AI: Hands-Off Interfaces and AGI

      Resources Mentioned

      📖 AI North Star Playbook – Get the roadmap for building AI-powered solutions.

      📚 Range by David Epstein – A must-read on why generalists thrive in specialized fields.

      🔗 More resources & insights: verticelabs.io

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      Shipping ExcellenceBy Andrew Duncan