Artificial intelligence reasoning cost can include hidden reasoning tokens, visible intermediate output, longer generation and extra inference compute. Provider billing and reporting determine how directly users can observe the cost.
Reasoning effort can improve difficult-task quality but may be inefficient or unpredictable. Evaluation should compare complete task outcomes, token use, latency and repair rather than assuming that more reasoning always produces better work.