There is no single speed. A tool may improve quickly while an organization takes much longer to change its processes, train people, and establish where the tool is useful. Different occupations also contain very different kinds of tasks.
Watch evidence close to your situation: changes in your workplace, recurring requirements in relevant job postings, and credible information about your industry. Review those signals periodically rather than chasing daily headlines. The goal is to notice meaningful shifts early enough to respond, not to react to everything.
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.
- Generative AI and Jobs: A Refined Global Index of Occupational Exposure
International Labour Organization · 2025
Context and limits
How AI may affect tasks within jobs, and why exposure to AI is not the same as a job disappearing.
A global study of occupational exposure. It does not predict your personal job prospects, list vacancies or measure US layoffs.
Sources explain the background. Examples and suggested next steps are TideProof's own guidance.