Insights · AI & delivery

How we build digital products today

AI agents in development—tools in the team, not a show

For us, AI agents aren't a single writing tool. They run with the work from discovery through documentation: clear tasks, small steps, human review before moving on.

Iterative agent loops across the full development process

Diagram: AI agents in the development process—six phases, Ralph loop, human-in-the-loop, and how people, agents, and systems work together

Agents don't replace a team. They extend it.

Good digital products don’t come from automation alone. Agents analyse, structure, and prepare work—with a clear goal, solid context, and people accountable for the outcome.

Our human-in-the-loop principle:

Agents speed things up.
People decide.
The team owns the outcome.

Working principle: Direction, Loop, Review

Direction

People set the goal, context, and priority. Problem, constraints, and a measurable outcome first.

Loop

Agents take on structured prep work in bounded iterations—analyse, design, implement, test, document.

Review

People review from a domain and technical angle. What holds goes into code, docs, and the next iteration.

Our development model

Hypothesis first, then the spec — then the agent

AI agents can build software much faster. That also raises the risk of turning the wrong assumptions into working code more quickly.

That is why we combine hypothesis-driven product development with spec-driven development. The hypothesis describes what we want to achieve and learn. The spec turns that goal into a clear, verifiable brief for people and agents.

1 Hypothesis
2 Spec
3 Agent loop
4 Product increment
5 Measure
6 Learn

How are you using AI in development?

On the call: direction, iterative loops, and human accountability—not more code at any cost.

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Call: 15-minute video call, pick a slot in the calendar.
Message: Briefly describe your topic, we usually reply within 1–2 business days.

Example topics: new product, modernization, e-commerce, technical due diligence.

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