How to read this
This is a back-of-envelope model, not a proposal. It exists to answer one question fast: is this task even in the right ballpark for an agent? If the payback period comes back under a few months, it is worth scoping properly. If it comes back "never," that is not a dead end — try a narrower slice of the task, a lower build-cost estimate, or a more honest automation %.
Know your API cost already? Model the LLM spend precisely with the AI / LLM cost calculator, then bring that number back here.