---
title: What do most founders get wrong about building AI products?
url: https://varstatt.com/jurij/p/what-do-most-founders-get-wrong-about-ai-products
author: Jurij Tokarski
date: 2026-03-12
description: AI is a tool, not a product. What makes a product valuable is domain expertise. Without it, AI products are generic and replaceable.
section: Blog (https://varstatt.com/jurij/archive)
tags: principles-faq (https://varstatt.com/jurij/c/principles-faq)
---

AI is a tool, not a product. The misconception — driven by hype — is that adding AI makes something better or more valuable by default. It doesn't. What makes a product valuable is domain expertise. AI amplifies good domain knowledge. Without it, AI products are generic and replaceable.

A tender consultant with years of expertise uses AI to transcribe and analyze documents. The value isn't the AI — it's the consultant's workflow and expertise encoded into the software. He was winning tenders before AI existed. AI just lets him scale. A platform for doctors to write clinical notes uses AI to transcribe recordings. But the product only works because of deep domain expertise in how doctors actually work.

For 80% of products, AI is a supporting feature, not the core. Customers often don't care if you use AI or cheap freelancers to produce their outputs — they care if the problem gets solved. Don't market AI as your differentiator if the real value is domain expertise.

[Worth Building](/principles/discovery/worth-building) applies directly: does the problem deserve a solution, regardless of what technology powers it? [Find the Core](/principles/discovery/find-the-core) asks what capability creates competitive advantage — for most products that's domain knowledge, not the AI layer. [Business Cost](/principles/philosophy/business-cost) is the reminder that craft serves business goals; technology for technology's sake is self-indulgence.

Before building an "AI product," answer: What domain expertise do I have? What specific workflow am I making faster or better? If you can't answer these without mentioning AI, you don't have a product concept yet.