Build AI that belongs in the enterprise.

We design and deliver secure AI products, agents and platforms that integrate with your systems, identities and operational standards.

Discuss your AI roadmap

The Numezis system · 03

What architecture will move from prototype to dependable production?

We are vendor-flexible, not vendor-neutral. We make an explicit choice, document the trade-offs and preserve a credible exit path.

Read the case study

What changes

Production-grade applications

Vendor-flexible architecture

Observable quality and cost

Reversible technical choices

The work

Architecture before acceleration

We establish system boundaries, trust zones and evaluation criteria before implementation speed creates lock-in.

The right pattern for the work

Assistants, agents, retrieval, deterministic services and human review are combined according to the workflow — not fashion.

Production is a standard

Identity, failure modes, auditability, latency, cost and operations are engineered alongside model performance.

Case study

A governed business agent, in production at a Swiss services SME

How a Swiss services SME replaced back-office overload with a governed agent layer on top of its existing systems — architecture, controls, measured results.

Read the case study

Processing time per incoming client file~45 min → 18–25 min

Median invoice issuance time12 days → 3 days

Data-entry errors caught in reviewbaseline → −70%

Anonymised case — representative example from real Numezis engagements

Make the next decision explicit

Start with the situation you actually have.

In a first working session, we frame the decision, the evidence required and the smallest credible next step.