The moment I realized documentation needs to fix itself

For me, the tipping point came during one specific experience. A moment many developers and product owners will instantly recognize. It was the spark that turned a recurring annoyance into a clear mission: there must be a better way.

The meeting

We were in a meeting about documentation that day. Not the first. Not the second. And definitely not the last. Like all the others, it opened with the same frustration: the documentation wasn’t complete, it wasn’t updated, and we needed accurate documentation to operate in a more mature way.

Everyone in the room understood the symptoms. But once we moved to solutions, nothing ever addressed the real issue. The conclusions were always the same: “Let’s write more.” “Let’s structure it better.” “Let’s add pages and layers.” “Let’s standardize everything.”

Those meetings always left me frustrated. I care about efficiency and targeted solutions, and this felt like neither. After this particular meeting, I walked out with that familiar mix of annoyance and exhaustion. I, once again, had to write more documentation in someone else’s format that didn’t seem efficient for me. I knew it wouldn’t solve anything, but I couldn’t convince the majority. And honestly, I didn’t yet have a proper alternative myself. I only knew that this was not going to solve any of the frustrations.

The run

1. The core problem

That frustration followed me out the door and into my running shoes later that day. As usual, my thoughts jumped from one thing to another until suddenly, it clicked.

The core problem is knowing what documentation exists and updating it consistently. And that cannot be solved manually in an efficient way. No matter how you engineer the process. To keep documentation accurate, you’d need to:

1. Check each feature you release

2. Understand everything it touches

3. Know exactly where that’s documented

4. Update all of it

Four steps that sound simple but are practically impossible. You can’t expect developers or analysts to know every page of documentation, track down what needs changing, and somehow make this non-core process part of their routine. And then we haven’t even touched the deeper layer of how to group your documentation in features, domains, or flows.

2. Reality

The reality is simple: unless you hire a team whose full-time job is documentation and pay for all the handovers and constant back-and-forth with engineering, this is not a human-scalable task.

Documentation is essential for training, onboarding, independence, quality assurance, and efficiency. But it only works when it mirrors the codebase one-to-one. If people can’t trust it, they end up digging into the code or asking developers anyway. So we need a system that creates documentation and systematically updates it every release.

3. The beginning of Smartdoxx

All my frustrations around documentation and the process of it had a single root cause, and it could be resolved if documentation could update itself. If it could detect when it’s out of sync with the codebase.

I got so excited I barely noticed the running anymore. And believe me: that’s unusual. I’m not exactly a natural runner.

That moment became the seed of Smartdoxx: a system designed to keep documentation accurate at all times while reducing manual work to almost nothing. It can make teams more efficient, transform documentation from a chore into an asset, and finally deliver what we all wanted: better documentation with less work.

4. Smartdoxx as solution

Smartdoxx creates and updates documentation directly from your codebase. It detects every code change, checks all related documentation, and automatically adjusts anything that no longer matches one-to-one with the codebase. The result is documentation that stays structured, consistent, and accurate at all times, without manual effort.

Teams no longer waste time fixing outdated docs and the documentation itself is finally reliable. Business teams, analysts, and developers can consult a trustworthy knowledge base: always up to date, always in sync, always trustworthy. No matter how international your team is, or how often people work from home, information sharing between people, teams, and departments becomes easy and effortless.