AI becomes routine workplace tool, saving time and raising concerns

Artificial intelligence has moved from demos and pilots into the daily grind of white-collar work, where teachers, marketers and product managers are using it to clear inboxes, summarize meetings and trim hours off routine tasks.

Kristin Moore, a technical product manager at PERQ, said she relies on Claude to turn dense engineering discussions, recordings, support tickets and long email threads into summaries she can act on. PERQ is a digital marketing platform for property management companies, and Moore said the tool helps her keep up when technical jargon would otherwise slow her down. Ashley Smith, a marketing executive at HireQuest, uses Claude to build dashboards that track website traffic and social media trends at a staffing and recruiting company with about 400 franchises. The point, in both jobs, is not novelty but speed: AI is becoming another layer in the workflow.

In classrooms, the same pattern is taking hold. Kyle Weimar, an elementary school teacher with Charter Schools USA, uses a district AI tool to pull together test scores, report cards and health information before meetings, then to brainstorm supports for students and speed through grading. He said work that once took days can now be done in roughly half an hour. Anthropic said in an August 27, 2025 education report that it analyzed about 74,000 anonymized Claude conversations from university educators, and found teachers using the system for curriculum development, research, administrative work and grading. In a Gallup survey cited in that report, teachers said AI tools saved them an average of 5.9 hours per week.

That efficiency has a downside. Teachers and other users say the tools can free up hours, but they also worry that overreliance on AI could weaken critical thinking, especially among children, and that the models can hallucinate or produce mistakes that still need human review. RAND found that student use of AI for homework rose from 48% in May 2025 to 62% by December 2025. In that December survey, 67% of middle school through college students said the more students use AI for schoolwork, the more it will harm critical thinking skills.

The larger shift is less about a breakthrough product than a quiet redraw of job boundaries. Workers are deciding which tasks AI can handle, where it saves time, and where judgment still has to stay with a person. Across offices and classrooms, that makes AI less of an exotic add-on and more of a standard assistant, one that is already changing expectations for productivity, training and oversight.