Agentic & cognitive architecture

We build agentic software, and get your engineers building with agents.

An AI consultancy for companies that need agentic AI to actually work in production, and to own the capability once it does. No black box, no lock-in, no hand-waving.

Start a conversation See how we work

The shift

Deterministic software had its century. The next one reasons.

For fifty years, building software meant writing down every step. Rules, branches, an exhaustive script for a machine that never improvised.

The value has moved. The software worth building now perceives, decides, and acts with judgement. And the way it gets built has changed just as fast: coding agents write, test, and refactor whole systems while an engineer directs instead of types.

Both shifts are already compounding. The companies moving now build more, and faster, with fewer people. The ones waiting are falling behind on both, and most have not felt it yet.

What we do

Two halves of the same problem.

Most firms do one or the other. We do both, in the same codebases, and that is exactly what makes us good at either.

01 Build with coding agents

We build with agents, and make it how your team builds.

We build in your codebase using coding agents, at a pace that surprises teams the first time they watch it. Then we take your engineers and leaders through the same shift, so directing agents becomes your default way of building, not a one-off pilot.

Agent-driven development, in your codebase, with you
Moving engineers from writing code to directing coding agents
Workflows, guardrails, and review practices for agent-built code
Transformation strategy so the change outlasts the pilot

02 Build agentic software

We architect and build software that acts on its own.

We design the agentic architecture from first sketch to production: how agents reason, coordinate, reach for tools, and recover when something breaks. The unglamorous parts decide everything. Memory that holds, guardrails that hold tighter, behaviour you can watch and trust. Then your team runs and extends what we built together.

Agentic and cognitive system design
Multi-agent orchestration, tool use, and memory
Evaluation, observability, and guardrails built for production
Prototypes turned into systems that survive real users

Where we work

Every industry. Including the ones that cannot afford to get it wrong.

We work across sectors, and we have done the hard version. In healthcare and finance, an agentic system answers to regulators, auditors, and real clinical or financial risk from day one.

We build for that from the start, so autonomy never outruns accountability. Everything an agent does can be traced, bounded, and defended.

Healthcare Finance Media Retail Deep technology Research + every industry facing the shift

Traceable Every agent decision auditable, from prompt to action to outcome.

Bounded Autonomy scoped deliberately, so the system acts only where you allow it.

Accountable Evidence and controls built for the people who answer to regulators.

Start here

Tell us what you are building.

A system that needs designing, a team that wants to build with agents, or a plan you want pressure-tested before you commit. Send a note and a real person will reply.

cauri OÜ · Registered in Estonia
Tallinn & Porto · Available wherever the problem is