Do: include retrieval, tools, retries, storage, platform capacity, and human review in a request estimate. Example: record two model attempts plus one retrieval call and ten minutes of review for a fictional support reply. Check: reconcile the estimate against actual logs and label unavailable measurements instead of turning missing values into zero.