code execution

Language models predict tokens rather than calculate. Let the model extract numbers and let code do the maths, then check the result against the printed total.

Each tool has a different cost driver: search licences per query, retrieved content as tokens, containers by time. Price each on its driver, decide whether retrieved text is billed, and bundle cheap tools with expensive ones.