01EARLY WAVE
Novatix
Experience helping shape one of Switzerland’s early applied-AI companies and the market around it.
Enterprise AI Advisory, Engineering & Security
From AI ambition to secure, measurable execution.
We help Swiss enterprises prepare, govern, engineer and scale AI across workflows, data and software.
01PREPAREthesis / portfolio
02GOVERNrisk / evidence
03ENGINEERagents / systems
04REALIZEbaseline / outcomes
ENTERPRISE AIEXECUTIONsecure · governed · measured
AI SYSTEM CONTROLLEDCH · 46.8182° N
PrepareGovernEngineerRealize
The execution gap
Most AI programs do not fail because of the model.
They fail between experimentation and enterprise execution.
A compelling prototype can hide the unresolved decisions that determine whether AI will ever belong in the operating model.
01
No clearly owned workflow
02
Data and access rights are not ready
03
Security is added after the fact
04
Tools are selected before requirements
05
Value is never baselined or measured
Our method
Four layers. One execution system.
Each layer resolves a distinct set of decisions. Together, they turn an AI initiative into a controlled enterprise capability.
Question addressed
Where can AI create defensible value — and what must be true first?
Explore this layerActivities
- Workflow and value-chain mapping
- Use-case portfolio design
- Data and access readiness
- Operating model and capability plan
Decisions produced
- Prioritized opportunity portfolio
- 12–18 month execution roadmap
- Build, buy or adapt criteria
- Investment and sequencing gates
Numezis team
Strategy lead · AI architect · Product lead · Data specialist
Where we enter
Recognizable situations. Specific decisions.
01Govern
“We already use several AI tools without common governance.”
Establish the inventory, risk tiers and safe operating boundaries without freezing useful work.
Frame the decision02Prepare · Engineer
“We have identified use cases, but nothing reaches production.”
Diagnose the portfolio, architecture and delivery constraints preventing a credible first release.
Frame the decision03Govern · Engineer
“Our teams use ChatGPT, Claude or Codex with sensitive data.”
Clarify data flows, permissions, retention and acceptable-use controls — then configure the safe path.
Frame the decision04Realize
“We invest in AI but cannot measure its value.”
Set operational baselines, instrument workflows and connect adoption to defensible business outcomes.
Frame the decisionProducts built by Numezis
We do not only advise on AI. We build the products that prove the work.
Our product ownership exposes the team to the same constraints we address with clients: permissions, data, reliability, human control, cost and production operations.
Technology ecosystem
The tool is a decision. Not the strategy.
We operate Claude, ChatGPT Enterprise, Codex, Kimi Work and open architectures hands-on. We also build Kletron ourselves — product ownership that sharpens every architecture decision we make.
CLAUDECLAUDE CODECHATGPT ENTERPRISECODEXGEMINIMISTRALNVIDIAKIMI WORKOPENCLAWNEMOCLAWKLETRON / BUILT BY NUMEZIS
Explore our platform expertiseASSESSMENT / 06 SIGNALSARCHITECTURE DECISION RECORD
D
Data boundaries
Where inputs, outputs and context travel — and who can access them.
01I
Integration
How the solution meets identities, APIs, MCP and existing systems.
02S
Security
Threats, permissions, isolation, audit evidence and operational control.
03P
Performance
Quality, latency and reliability measured on the real workflow.
04C
Cost
Total economics across licenses, inference, change and operations.
05R
Reversibility
A credible path to change models, vendors or deployment patterns.
06How we work
Senior-led. Flexible by design. Transparent by default.
Delivery is structured around decisions and evidence — not a fixed ceremony. A named senior team works against a rolling roadmap with full cost visibility.
See how delivery works01
Time & materials
Capacity follows the highest-value work as evidence changes the backlog.
02
Named senior team
The people in the room remain accountable for the work shipped.
03
Transparent timesheets
Effort, cost and progress are visible at the level leaders need.
04
Rolling roadmap
Priorities move through explicit monthly budget and outcome governance.
Built from practice
Applied AI experience, before it became a category.
Numezis Advisory & Engineering brings together the judgment of early applied-AI work in Switzerland, the discipline of enterprise software and a security-first delivery culture. We describe what we have learned precisely — without inflated metrics or borrowed logos.
Our experience and leadership02PRODUCT
Numezis product
Building a governed autonomous business agent for Swiss SMEs under real software, data and operational constraints.
03PRODUCT
Kletron
A complete agent and multi-agent work system, built by Numezis and already used by SMEs under production constraints.
Selected work
Proof, with its numbers and its caveats.
Four end-to-end case studies, one per layer — anonymised, measured against baselines, including what we would do differently.
All case studies