AI saved me time. Where did it go?
AI gives me time back, but unless I decide where it goes, it fills straight back up.
AI saves me time. I’m less sure it gives me time back.
I can use AI to explore an implementation, draft documentation, or work through an unfamiliar problem faster. It also makes side projects easier to start.
But the space it creates fills up quickly.
One more improvement. Another approach to compare. Something else I can now fit into the evening because it “should only take a few minutes.”
Some of that pressure comes from expectations at work. Some comes from my own curiosity.
Lenny’s 2026 survey reported significant burnout rising from 44.7% to 55.7% in a year. Stack Overflow’s 2026 survey classified just 22.2% of respondents answering its job satisfaction question as happy at work. Those findings don’t establish that AI caused the problem, but they give us reason to question whether faster work is translating into better working lives.
I notice this most at the end of the day.
If I finish something sooner, does that become time with my family? Does it leave me with enough energy to be present? Or do I immediately find another task?
The difficult part is that I enjoy engineering. Learning something new or building a side project can be rewarding. But enjoying it doesn’t mean I have unlimited capacity for it.
These are the rules I’m trying to build around that:
- Keep a finishing time. Completing a task early doesn’t automatically mean starting another.
- Give some savings back to the work itself. Use the space to review, test, and think through decisions before increasing scope.
- Be deliberate about side projects. Being able to build more ideas doesn’t mean committing to all of them.
- Leave some time unallocated. Family time and rest shouldn’t depend on clearing an expanding task list.
I also need to be careful about the expectations I help establish for others. A faster first draft still needs judgment, validation, and ownership. Estimates need to account for that whole process.
I want AI to help me deliver good work within a sustainable day.
If every hour saved becomes another hour of commitments, I may be producing more while ending the day with exactly the same problem.
So I’m trying to ask a second question after “How much time did this save?”
“What will I do with that time?”