Most AI content is written for engineers. Here's the problem: the people making business decisions about AI aren't engineers.

If you're a marketer, founder, consultant, or manager trying to figure out what AI actually means for your work — here are the 3 concepts that matter most right now:

1. LLMs aren't search engines

Large Language Models predict the next word. They don't "know" things. Understanding this one distinction will save you from 90% of AI mistakes in business.

2. Fine-tuning vs. prompting

You don't always need to build a custom AI model. Most business use cases can be solved with better prompts. The companies spending $50k on fine-tuning often needed a $0 prompt template instead.

3. The real AI ROI is in boring workflows

Forget the flashy demos. The biggest wins are in summarizing meeting notes, auto-categorizing support tickets, and drafting first versions of repetitive documents. Not sexy. Extremely profitable.

I break down concepts like these every week in simple, no-BS language — built specifically for professionals who don't code but need to make smart AI decisions.