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issam fathi
issam fathi

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Building AI tools for people who don't trust AI

Most conversations about AI products assume the user is excited. They assume someone who wants the magic, who will forgive a rough edge because the technology is cool. In my world, that user does not exist.

I build for people who own buildings, roads, and infrastructure. Practical, experienced professionals who have watched a parade of software promise to change everything and then waste their time. When AI shows up, their first reaction is not excitement. It is suspicion. And they are right to be suspicious.

That changes how you have to build. When your user does not trust the technology, every easy shortcut becomes a landmine.

The first rule is that a confident wrong answer is worse than no answer. A skeptical user will forgive "I am not sure about this one, take a look." They will never forgive being told something false with total confidence, because the first time it happens you have lost them for good. So the product has to know the edge of its own knowledge and say so. Certainty you have not earned is not a feature, it is a liability.

The second rule is show your work. A number on a screen means nothing to someone who does not trust where it came from. Let them see the image, the evidence, the reason. Trust is not built by hiding the machinery, it is built by making the machinery inspectable. The goal is not to make the user believe the AI. It is to make the user able to check the AI in five seconds and move on.

The third rule is earn the next step. You do not get to automate someone's whole job on day one. You get to save them ten minutes on one annoying task. If that ten minutes is real, they come back, and the relationship grows from there. Skeptical users do not convert with a pitch. They convert with a small, repeated, undeniable win.

None of this is specific to buildings. Any time you put AI in front of someone whose profession predates the technology, whose reputation is on the line, and who has been burned before, the same rules apply. Be honest about uncertainty. Make yourself checkable. Earn trust in small pieces.

The irony is that building for the skeptic makes a better product for everyone. Honesty about limits, visible evidence, and value that compounds are not concessions to a hard audience. They are just what a good tool does.


I am Issam Fathi, a technology strategist and the product manager of AssetEye by Dronetjek, based in Tetouan, Morocco. I help companies build, adapt, and grow through technology.

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