Nikonomics - The Economics of Small Business

211 - AI SERIES: 19 - You're Using AI Wrong, Here's How to Fix It with Amanda Orson

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Jul 30, 2025

In this engaging discussion, Amanda Orson, a serial entrepreneur who scaled her real estate marketplace Galleon to $60,000 per month using AI, shares her innovative insights. She introduces the concept of 'agentic AI,' which promotes dynamic interactions over simple task automation. Amanda highlights the importance of using AI as a Socratic mirror to challenge business decisions, rather than just affirming them. With practical strategies, she explains how to implement effective AI prompts and utilize historical data for deeper insights in decision-making.

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ADVICE

Avoid AI Validation Bias

Avoid relying on AI to just validate your existing ideas; instead, use it to critically challenge your decisions.
Prompt AI explicitly to push back and offer unbiased feedback for better decision-making.

ADVICE

Use AI as Thought Partner

Use AI as a Socratic mirror that prompts your thinking rather than does it for you.
Construct living instructions for AI to act as a thought partner improving decision quality and speed.

ADVICE

Choose Effective AI Platforms

Use AI project platforms like Claude or ChatGPT to build persistent, strategic support tools.
Claude offers a larger context window and better instruction adherence than ChatGPT for complex projects.

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https://nikolashulewsky.carrd.co/

Join me, Nik (https://x.com/CoFoundersNik), as I interview Amanda Orson (https://x.com/amandaorson), a serial entrepreneur who has successfully scaled her company, Galleon, a real estate marketplace, to $60,000 a month in monthly recurring revenue by deeply leveraging AI, rather than a massive team.

In this episode, we dive into the next frontier of AI: moving beyond basic efficiency to genuinely agentic applications that act as a Socratic mirror or even a board member for your business. We discuss how to get AI to prompt you with critical questions, rather than just validating your existing ideas, which is crucial for high-leverage decision-making.

Amanda also shares her practical approach, including how she sets up AI projects in platforms like Claude and ChatGPT, using powerful tools like her strategic context prompt and the game-changing anti-sycophant prompt to ensure unbiased feedback.

Questions This Episode Answers:

• What is agentic AI and how does it fundamentally differ from standard LLMs?

• How can you configure AI to provide unbiased, challenging feedback for critical business decisions?

• What's the most effective way to set up AI projects in tools like Claude or ChatGPT for persistent, strategic support?

• How can strategic context prompts be used to ensure AI understands your unique business details and challenges?

• Is it possible to "interview" specific experts or historical figures through AI by training it with their transcripts or writings?

Enjoy the conversation!

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This week we covered:

00:00 The Role of AI in Decision Making

02:47 Understanding Agentic AI

06:07 Creating a Thought Partner with AI

09:00 Project Knowledge and Strategic Context

11:54 The Anti-Sycophant Prompt

15:10 Leveraging Transcripts for Insights

18:02 Practical Applications of AI in Business

20:52 Learning from Historical Figures

23:45 Final Thoughts and Future Directions