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Ace

A repeatable workflow

Evaluate a study assistant with one real task

Compare the work you finish, the corrections required and the time spent reviewing.

2 minute read ยท Updated September 17, 2026

Choose a task you already understand well enough to evaluate. A familiar lecture or practice question provides a better first test than a high-stakes assignment with an unknown answer. Keep the source material and your original output so the comparison is reproducible.

Work through it

  1. Define the finished result: for example, ten source-linked revision questions with answers you have checked. Decide what would count as an error before starting.
  2. Run the task and record setup, drafting and review time separately. Count corrections as part of the work rather than stopping the timer when a draft appears.
  3. Repeat on a second source with a different format. Review the current plan and account terms before deciding whether the workflow is worth keeping.

Check your result

  • The result can be checked against a known source.
  • Review and correction time are included.
  • Your decision uses the current published plan terms.

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