Small Language Models 101: Why Bigger Isn't Always Better in AI
Early Adoptr13 Aug 2025

Small Language Models 101: Why Bigger Isn't Always Better in AI

In this episode, Kyle and Jess explore the world of Small Language Models (SLMs) - the focused, cost-effective AI alternatives that might be perfect for your small business. While everyone's talking about expensive enterprise AI solutions, we dive into why smaller, specialized models could be the smarter choice for most business owners.

We break down what Small Language Models actually are (hint: think specialist vs. generalist), explore real-world use cases from customer support chatbots to internal knowledge bases, and give you practical tools you can try today. Plus, we cover Switzerland's groundbreaking open-source AI initiative and why Elon Musk's latest deepfake controversy matters for every business owner.


Tools We Talk About:

- Chatbase.co - https://www.chatbase.co/?via=early-adoptr (If you sign up using this link, we'll earn a small commission at no extra cost!)

- Helpjuice: https://helpjuice.com/

- Slite: https://slite.com/

- LM Studio: https://lmstudio.ai/

- Ollama: https://ollama.com/




What You'll Learn:

  • Why Small Language Models are like hiring a brilliant specialist instead of an expensive generalist

  • The real cost differences between SLMs and large enterprise AI solutions

  • How to build a customer support chatbot in 15 minutes with no coding experience

  • Why privacy and local deployment make SLMs perfect for sensitive business data

  • ChatGPT-5 vs Switzerland's new open source model

  • Practical tools for content generation, email sorting, and employee onboarding using SLMs


Chapters:

  • 0:00 Intro & What We've Been Up To This Week

  • 04:03 WTF is a Small Language Model

  • 08:35 Small Language Models: Open Source vs Open Weight

  • 11:11 Why Would You Use a Small Language Model?

  • 12:36 Small Language Models: What's the Catch? Challenges and Limitations of SLMs

  • 16:43 Small Language Models: Use Cases & Examples

  • 21:43 How Small Language Models Are Great for Data Privacy

  • 24:22 What's the Cost of a Small Language Model vs an LLM?

  • 26:46 Pitfalls to be Aware of With Small Language Models

  • 28:15 Frameworks to Help You Get Started With A Small Language Model

  • 30:05 AI News of the Week: ChatGPT-5 & Switzerland Launches an LLM for the Public Good

  • 43:52 The Future of AI: Open Source Models

  • 49:29 AI Gone Wrong: Grok's New "Spicy" Mode

  • 53:26 Quick Wins of the Week for Small Language Models

  • 56:48 Small Language Models: Wrapping Things Up


Get in touch with Early Adoptr: hello@earlyadoptr.ai


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If this episode helped you understand Small Language Models and find affordable AI solutions for your business, please share it with other entrepreneurs and small business owners who need practical AI guidance.


Get in touch with Early Adoptr: hello@earlyadoptr.ai


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