A recurring theme in user feedback concerns the predictability of credit consumption. Two related issues come up most often:

Lack of upfront visibility — users are unable to anticipate how many credits a given task will consume before running it.

Inconsistent consumption — when users have an expectation, actual usage varies run-to-run for comparable tasks

The underlying ask is for greater predictability and traceability: a clearer sense of expected cost before execution, and a transparent breakdown of what was actually consumed afterward. This would meaningfully increase customer confidence and reduce hesitancy around running larger or repeated tasks.