⚡ Level 3 of 4

AI Practitioner

"AI is part of my daily workflow — I'd miss it if it were gone."

What this level looks like

You use AI daily, often in multiple ways. You have a preferred AI assistant and may also use productivity tools, image generation, or voice/dictation. You understand that *how* you prompt matters and have developed techniques — you iterate on outputs rather than accepting the first response. You're starting to think about how AI changes your role, your team, or your industry. What separates practitioners from explorers isn't just usage frequency — it's the mental shift from treating AI as a search engine to treating it as a thinking partner.

What to do next

✓ Build a personal "AI stack" — identify the 3-5 tools that cover your daily workflow and master the handoffs between them
✓ Practice the Human-AI Sandwich: frame the problem yourself first, let AI generate, then evaluate critically — never outsource the first or last step
✓ Read the Company AI OS guide to think about how your team could benefit from the systems you're building for yourself

Recommended guides

The Anthropic Ecosystem: A Complete Guide to Claude's Products and Models

Everything you need to know about Anthropic's Claude — from the model family (Haiku, Sonnet, Opus) to the web app, connectors, Claude Code, and Claude Cowork. A practical guide from someone who uses these tools daily.

15 min read

Let the AI Interview You: How to Extract What You Actually Know

The biggest bottleneck in making AI useful isn't technology — it's getting your knowledge out of your head and into a format AI can work with. Here's a method that works, from a five-minute technique to a full team knowledge extraction process.

13 min read

The Research Pipeline: How I Use Perplexity and Claude Together

Most people use AI tools in isolation. Here's the workflow I use daily — Perplexity for sourced research, Claude for deep analysis — and why the combination is worth more than either tool alone.

13 min read

Your AI Agrees With You Too Much

AI assistants have a dangerous habit: they validate whatever you say. That's not a bug you can fix with 'be more critical.' Here's what actually works — and the three failed attempts that taught us why.

15 min read