At almost one in the morning, I was reading four years of my own work history on a phone. I had a simple question in front of me: what had the new helper actually changed?

The record I was reading is called git. It is just a dated list of saved changes, a little like a notebook that records every time someone puts a new version of a recipe on the kitchen counter. I was not looking for a grand theory. I wanted to know whether the feeling that things had sped up was real.

My first answer had been the easy one. I said we were faster.

That answer did not work. It was too loose to tell me what had improved, what had not, or what to do next. It also cost me a late night, because I had to go back and find a better answer instead of trusting the story I had already been telling myself.

So I counted the saved changes, year by year. Before the helper arrived, my own total had stayed close to 900 a year. In the first six months after it arrived, it was 1,105. That points to roughly 2,200 over a full year, more than twice the old pace.

The count was not only higher for me. Work that had once appeared only now and then was showing up more often. One person who had previously made only seven saved changes had made 106 in six months. A project that I would once have expected to take months went from first idea to live use in about eight weeks. Of the 30 saved changes behind it, only one was mine.

Those numbers made the word “faster” look too small.

The bigger change was where work had been waiting. For years, hard questions tended to come back to me for a look. Visual work tended to wait until someone could describe the idea, discuss it, and then turn it into something real. That is like having two checkout lines in a small grocery store. It does not matter how quickly people fill their baskets if everyone has to stand in the same two lines at the end.

The helper changed that shape. Instead of waiting to explain an idea in a meeting, we could make a rough version first. Instead of asking for a design in the abstract, we could put something visible on the table and talk about that. Instead of my evenings disappearing into tiny adjustments to how a screen looked, more of that work could move without coming back to me.

Nothing about this meant that every saved change was good. A count can tell you that more things moved. It cannot tell you whether each one was useful, large, or carefully made. In fact, the helper encouraged smaller, more frequent changes, so the count naturally rose for that reason too. Some changes recorded under my name also came from sessions where the helper did much of the drafting.

That caution matters. Numbers are useful when they stop us from guessing. They are less useful when we treat them like a report card.

The most important number went the other way. The notes left during review had tripled. They had gone from about two notes on a piece of work to about five. The helper was not doing those notes. A person was looking closely, asking harder questions, and catching things before they went further.

That made something plain to me. When it becomes easier to produce more work, the thing that gets scarce is not effort. It is judgment. The person who can say, “This is clear,” “This will confuse people,” or “This is not ready,” becomes more important, not less.

I had started with a question about output. The answer was about shape. We were not just getting through a bigger pile. Work was no longer stopping in the same places, and that gave different people room to do work they could not easily do before.

If you try a new helper at work or at home, do not begin by asking whether it made you faster. On Monday, pick one job that has been waiting on the same person, same approval, or same explanation for too long. Ask what would change if you could put a rough, visible version in front of that person first. That question may show you more than a speed test ever could.