Tracks · Learn Claude

Claude vs ChatGPT — and what Claude actually is

Claude is a large language model: it predicts text from the context you give it, and looks nothing up unless you hand it a tool. This track covers tokens, context windows, what you actually pay for, and which surface to reach for. Anyone working professionally with AI is past the old claude vs chatgpt question — the shift is to the whole stack: CLAUDE.md, MCP, Claude Code, Claude Design.

Claude vs ChatGPT — which one should you actually learn?

Both predict the next token, so the difference is not intelligence but where each one fits your work. This track answers the comparison the way it matters once you are past the demo: which surfaces exist, what a context window costs you per token, which model family to pick for a judgement call versus a lookup, and where Claude is unreliable. You leave able to make the call for your own workload instead of quoting someone else's benchmark table.

What you learn in this track

What an LLM actually is

A large language model predicts the next token from context — it does not look anything up unless you give it a tool.

Claude surfaces: chat, API, Code, Desktop

Which Claude surface you use decides what you can automate: chat for thinking, API for products, Claude Code for repositories.

Tokens, context windows & pricing

You pay per token in and per token out, so the context window is a budget you spend rather than a container you fill.

Model families — when to pick which

Picking between Claude models is a cost-versus-judgement trade, not a search for the single best one.

Safety guardrails at a glance

Claude refuses some requests by design; knowing which and why saves you from rewriting prompts that were never going to work.

Chat vs. API vs. code — where each fits

The moment responsibility for the output moves from you to your software, you have crossed from chat into API.

Limits and caveats you should know

Knowing where Claude is unreliable is worth more than knowing where it is impressive.

Related guides

How the Socratic coach teaches this

Each module is a Socratic dialogue: the coach probes your reasoning with scenario questions, surfaces weak points, and generates flashcards and study notes from your own gaps. Mastery is tracked per concept, so you can see which ideas you actually handle and which ones still need work.

See where this track sits in the curriculum on the six tracks and why they are in this order, or open the ClaudeMaster.ai hub to start it.