While reviewing companies for AI Dubliners, one question kept coming back:
What actually makes a company an “AI company”?
AI is everywhere now. Almost every company is using it in some form. Almost every product mentions it. But that alone is no longer enough to tell us very much.
The more useful question is not whether a company uses AI. It is how it uses AI, where it sits inside the product, and whether it plays a real role in value creation.
As I looked into how this is being framed across the technology and investment world, a common distinction kept surfacing.
Some companies can be described as AI-native. These are businesses built around models, data, and intelligence from day one, where AI is central to the product and the company’s core logic.
Others are better described as AI-powered. In these companies, AI is not necessarily the foundation of the business, but it is a strong layer within the product and a meaningful part of the customer value proposition.
Then there are AI-enabled companies. Here, AI is more of a supporting capability. It improves workflows, productivity, or features, but it is not the core engine of the business.
This distinction matters more than it may seem.
Investors, operators, and technology leaders are increasingly looking at companies through this lens. Andreessen Horowitz has repeatedly highlighted the emergence of AI-native companies. Sequoia has framed generative AI as a major new platform shift. McKinsey, in a different but related way, has focused on how deeply companies are adopting and scaling AI across their operations.
Together, these perspectives point to the same conclusion: not every AI company is the same.
Some are building entirely new businesses around AI. Some are using AI to transform existing software categories. Others are layering it in as a helpful capability without making it central.
As I continue analysing startups and technology companies in Dublin through AI Dubliners, this difference is becoming clearer and more useful.
The real question is no longer: “Do they use AI?”
It is: “What role does AI actually play in the business?”
That is the distinction that matters.
So I am curious:
How would you position your own company, or the one you work for?
AI-native, AI-powered, or AI-enabled?
