I did a comparison between Claude Code and Aider (my normal go-to): I asked it to do clone a minor feature in my existing app with some minor modifications (specifically, a new global keyboard shortcut in a Swift app).
Claude Code spent about 60 seconds and $0.73 to search the code base and make a +51 line diff. After it finished, I was quite impressed by its results; it did exactly the correct set of changes I would have done.
Now, this is a higher level of task than I would normally give to Aider (because I didn't provide any file names, and it requires changing multiple files), so I was not surprised that Aider completely missed the files it needed to modify to start (asking me to add 1 correct file and 2 incorrect files). I did a second attempt after manually adding the correct files. After doing this, it produced an equivalent diff to Claude Code. Aider did this in 1 LLM prompt, or about 15 seconds, with a total cost of $0.07, about 10% of the Claude Code cost.
Overall, it seems clear that the higher level of autonomy carries a higher cost with it. My project here was 7k SLOC; I would worry about ballooning costs on much larger projects.