# Normal is not the same as necessary

*By Kula Team · 2026-11-10*

---

**Normal is not the same as necessary**

Every industry has a list of things everyone puts up with. In building, it's chasing a subcontractor for a document, rekeying the same details into three systems, and waiting on someone who knows the answer but is on site. In printing, it's the five minute walk from one end of the factory to the other just to ask a question. Nobody puts these on a budget line. They're just "how it works here".

For about a hundred years, the people who questioned this were time and motion specialists. They watched a job from start to finish, timed every step, and asked why each one existed. It was careful work, and it was expensive, so it was mostly reserved for the biggest factories.

AI changes the economics. You can now study how work actually moves through a business, step by step, and the cost of fixing what you find has dropped sharply. A small annoyance that never justified a software project can now be solved with a small, purpose-built tool, which we call a micro-app.

Here are three examples, with times that are observed or estimated, not guaranteed.

A front door fault at a gym used to take about 7.5 minutes to deal with, and three people got interrupted along the way. Now someone asks the assistant, and the right contractor and manager are notified in the same moment.

A membership pause and resume took roughly 12 to 15 minutes by hand. Once the steps were mapped, the modelled time for a purpose-built tool was around a minute or less.

In a factory, a question that meant a five minute walk can be answered from the history of the business, without pulling anyone away from their work.

None of this is dramatic on its own. That's the point. A business doesn't suffer from one big problem, it suffers from a thousand paper cuts. Each cut costs someone a few minutes, a bit of focus, or a call at 2am. Remove ten or twenty of them from the people who carry the business, and they get headspace back for the work only they can do: the customers in front of them, and the decisions that matter.

We are careful about the claim. One micro-app doesn't move profit by itself, and hours saved are not automatically dollars earned. The honest test is to measure the baseline first, fix the friction, then measure again.

So here's the question worth asking in your own industry. What have you accepted as "just part of the job" that was only ever normal because fixing it was too expensive? That cost has changed, and some of those norms are going to go.

---

Notes: I kept client names out, avoided any line saying the technology runs a business, and used no dashes. The gym times come from your calls, and the 12 to 15 minute and one minute figures are your estimates, not measurements. I left the building industry example general because I only have the printing and gym details. I don't have a building time and motion study to cite, so tell me if you have one. Want it shorter, or adjusted for your website?

---

Source: https://kula.digital/blog/normal-is-not-the-same-as-necessary
