Useful time savings can create room for work that previously received too little attention, such as preparing carefully, following up with people, improving a process, or learning. What is possible depends on your responsibilities and your organization's expectations.
Before trying a tool, choose what a successful improvement would make possible. For example, reducing routine formatting could leave more time to check a report's substance. Public research finds that efficiency and time back are meaningful reasons people see value in AI. Connect that possibility to a specific benefit in your life.
Further reading
- Americans on the risks and benefits of AI in their own words
Pew Research Center · 2025
Context and limits
People describe hopes for saving time and concerns about skills, relationships and control.
These are open-ended survey responses. Figures for a particular group should not be read as figures for all US adults.
Sources explain the background. Examples and suggested next steps are TideProof's own guidance.