Lab

The next pattern of work.

We study the new patterns of work that AI makes possible. In our lab, and together with companies.

The steam engine amplified muscle power.

The computer, computation.

The internet, connection.

AI, knowledge.

And like every leap before it, the gain comes from a new pattern of work, not a faster version of the old one. The new pattern is simple: the loop closes.

A new pattern of work: Continuous Inquiry

New knowledge is built the way research works: observe, form hypotheses, test, record. That has always been possible, but costly: large systems, dedicated teams. With AI agents, this inquiry becomes continuous: a process that simply runs alongside the work, active, on your own data.

And this is where the real leap begins: every result becomes part of what you know, and every assignment makes the next one better. An organization doesn't just get faster. It gets better at getting better.

Four familiar loops: Build-Measure-Learn, PDCA, DMTA, and DMAIC, each with its hard step marked.

The Loops Map: 24 loops, five domains, one pattern →

A standing report runs again. A loop starts from what it learned.

Traditional: the loop runs once, when someone asks. With AI agents the same loop repeats, day and night.

What we build for

An AI agent is quick to build. Putting it to work in production is the real challenge.

For AI to really work inside an organization, it takes more than a good model. This is what we work on:

Verifiable answers

Every answer comes with its sources.

Role-based access

Who is asking determines what is visible. No agent sees more than its person.

Predictable cost

Cost scales with preparation, not with every question.

Traceability

Who changed what, and what it rests on: all on record.

Model freedom

Switch models when a better one appears. The learning stays.

Switzerland and Europe

Data stays in Switzerland, in the languages Europe works in.

Models come and go. The learning stays: saved as the organization's knowledge.

What came out of it

HontoFlow.

One reality, shared by people and AI: your team and all its agents read and write the same pages. First the stack for our own work, now a product.

hontoflow.ai ↗

Work with us

Your loop.

Whatever loop your team runs: reviews, forecasts, experiments, retros. When a question goes deep, we work on it together.

Get in touch →