How to tell whether ChatGPT gives time back to your team
Measure a process from start to finish. A faster first draft only helps if review, corrections and delivery also work.

Source guide updated 2026-10-06. Features depend on your plan, permissions and environment.
Establish a baseline
Choose a recurring process and record how much work is completed, the time involved and the quality standard. Use comparable examples and note differences in complexity.
Count all the time
Include preparation, giving instructions, execution, checking sources, corrections and final delivery. Record setup and learning time separately from steady recurring work, so the comparison is understandable.
Look beyond speed
Track errors, rework, missing information and whether the task actually reached the intended system or recipient. Review whether gains persist across several runs and different team members.
Treat 2× as a goal to test
Astronomyc aims to double productivity in work that can be transformed through full, sustained adoption. This is not a guarantee or a demonstrated result for every role. Use your own baseline to assess the actual impact.
Further reading
Official documentation and references for the tools discussed in this guide.
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