Most people will compare Claude Code and Claude like one product and ask which is "better." That is the wrong frame. The docs suggest a deeper shift: prompt engineering is giving way to orchestration engineering. The model is starting to write the workflow, not just the reply.[C002]
This matters if you mostly use Claude as a chat/coding helper and just want to know whether the launch changes your real workflow. Read it as "smarter answers" and you buy the wrong story, then wonder why big multi-step jobs still break when the chat gets messy.
The line worth pinning is "Introducing dynamic workflows in Claude Code." [C001] That sounds minor. It isn't. The docs describe a workflow as a JavaScript program Claude writes, with loops, branches, and saved results. In plain English: the plan lives in code, not only in the chat.
That also explains the examples the docs highlight: 500-file migrations, audits, and research that cross-checks sources. Those are not "give me one good answer" tasks. They are "keep a large job coherent without losing the plot" tasks.
Docs-only read: Claude Code is better for structuring the problem first. Claude is better when you mainly want the rest of the work finished. The real argument is not "the model got stronger." It's why the strongest move was not shipped as a plain chat upgrade. Share this with the person comparing them like one product.