Foundations · Chapter 6 of 11

Standard, reasoning & agentic

Not all AI models are the same. Understand the difference between reasoning, creative, and specialist models — and when to use which.

Most tools now offer a few modes. You don't need the technical detail — just to know which to reach for, and when.

Standard Models

Fast and direct

These respond immediately. Use them for most tasks like drafting, summarising, brainstorming, or reformatting. They're great for Q&A against your own documents.

Reasoning Models

Slow and deliberate

These models "think" before they respond. This can take up to a minute. They're designed to break complex problems into logical steps and use more compute power.

Reasoning modes are slower and cost more. Start with a standard model and step up only when the problem genuinely needs the extra depth.

A third kind: models that take action

The newest shift is agentic tools. Rather than just answering, they can use other software, browse, work across your files and run multi-step tasks on your behalf — checking their own work as they go. You give a goal; they do the legwork.

  • General assistants: ChatGPT, Claude, Gemini, Microsoft Copilot
  • Desktop/file assistants such as Cowork that act across your apps
  • Coding agents: OpenAI Codex, Claude Code, Cursor, Gemini CLI
  • Same underlying models — the difference is what they're allowed to do

Chat tools tell you how. Agentic tools go and do it — which is exactly where the next chapter picks up.