What I learned trying to forecast coding-agent spend

The strength and weakness of modern LLMs is their non-deterministic nature. Even the same task can be solved in different ways by the same model, resulting in different costs. However, organizations still need to plan and forecast AI budgets. And this is what I set out to test how much can be estimated in [ ]