I like financial breakdowns like this. The thing an LLM cannot do is all the decision making that went into that. Framing the problem is harder to quantify, and is almost certainly an order of magnitude more work than writing and debugging the code. But a sufficiently good LLM should be able to produce code cheaper than humans. Maybe with time and outside sources of truth, better.