AI-native · AI-driven

AI-native on the inside.
AI-driven in what we ship.

AI-native is how Dribba works: AI across the whole development cycle and agents for repetitive work. AI-driven is what we build for our clients: products and processes where AI classifies, suggests or acts. In both cases, a person makes the architecture and product decisions.

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Short answer: an AI-native company works with AI from the ground up, not as an add-on. An AI-driven product or process is one that runs guided by AI. Dribba is the first and builds the second.

The difference

Two terms that often get mixed up.

AI-native

Describes the organisation

AI is part of how work gets done from the start: in the process, in the tools and in how work is split between people and agents.

AI-driven

Describes a product or a process

AI steers what happens: it recommends, classifies, prioritises or carries out tasks based on data.

You can sell AI-driven products without being AI-native, and the other way round. We bring into your systems what we already use every day.

How we work

AI does more of the work.
Decisions are still human.

01

AI-assisted development

We write software with AI across the whole cycle, from prototype to production code. AI speeds up the mechanical part of programming and leaves more time to think about the problem.

02

Human architecture and decisions

AI suggests; a person decides. Architecture, data model, security and what gets deployed always have an owner on the team.

03

Agents for repetitive work

Mechanical tasks that need no judgement are done by agents. The team spends its time on the ones that do: understanding your business and choosing well.

04

Agentic systems and advanced automation

We bring that way of working into your processes: agents connected to your systems, end-to-end automation and AI built into the product.

What changes for you

What you notice as a client.

More iterations in the same time

The mechanical part goes faster, which leaves more rounds to test and fix before launch.

An owner for every decision

You know who decided the architecture and why. AI signs off on nothing.

We try it at home first

The agents and automations we suggest are the ones we use ourselves.

The proof

dribba.com is AI-native too.

AI agents can read and operate this website: it has an MCP server, a public API and a markdown version of every page. It is our own case study.

FAQ

AI-native and AI-driven, in practice.

A company that works with AI from the ground up, not as a later add-on. At Dribba it means four things: we build with AI, architecture and product decisions are human, agents handle repetitive work and we integrate agentic systems into our clients' processes.

AI-native is about how an organisation works. AI-driven is about how a product or a process runs: guided by AI. Dribba is an AI-native company that builds AI-driven products and processes.

We build with AI across the whole cycle. What reaches production is approved by a person on the team, who is accountable for it.

You don't have to start with everything. The usual route is to pick one specific process and integrate agents and automation on top of the systems you already have. More in AI for enterprises.

Which process in your company should be AI-driven?

Tell us on a call with a partner. We'll say whether it makes sense and where we would start.

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