Compare the whole task, including the time spent giving instructions, checking the output, and fixing mistakes. A fast first draft is not necessarily an improvement if it creates more review work. Quality, clarity, and reliability matter alongside speed.
Try a small comparison on a familiar, approved task. Note how long each approach takes and whether the final result meets the same standard. Gallup found that unclear value is a major adoption challenge. Measuring one real use case is a good way to replace vague excitement with evidence.
Further reading
- AI Use at Work Has Nearly Doubled in Two Years
Gallup · 2025
Context and limits
How AI use varies at work, including uncertainty about useful tasks and gaps in employer guidance.
Based on a workplace survey. It does not guarantee productivity gains or establish a right to employer-provided training.
Sources explain the background. Examples and suggested next steps are TideProof's own guidance.