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ADVISORY AND ENGINEERING

One system. Four decisive layers.

01PrepareAI Strategy & Readiness02GovernAI Governance & Security03EngineerAI Platforms & Engineering04RealizeAI Value Realization

A decision system built for execution.

01Operating model for executionPrepare · Govern · Engineer · Realize02Transparent deliveryTime & materials03Architecture-first deliveryVendor-flexible04Decision cadence for executionWeekly · monthly · by gate

Proof from real delivery, with caveats.

01From 43 ideas to 3 funded initiativesIndustrial group · Prepare02From shadow AI to governed useFinancial services · Govern03A governed business agent in productionSwiss SME · Engineer04Measuring the value of an AI programEngineering group · Realize
Technology · applied ecosystemProducts, runtimes and model layers we put to work.View the ecosystem↗
Workspaces & agentic work01Claude EnterpriseEnterprise workspace↗02ChatGPT EnterpriseEnterprise workspace↗03Gemini EnterpriseEnterprise workspace↗04Kimi WorkDesktop agent · local workflows↗
Coding agents01Claude CodeSoftware engineering agent↗02OpenAI CodexCoding agent · delivery↗
Model platforms & infrastructure01Mistral VibeModel platform · sovereign AI↗02NVIDIA AI EnterpriseInference platform · GPU↗
Cloud AI platforms01MMicrosoft FoundryAzure · agents · models↗02GVertex AI Agent BuilderGoogle Cloud · Gemini · ADK↗03AAmazon BedrockAWS · Agents · AgentCore↗
Systems we operate01OOpenClaw securityAgents · runtime↗02KKletronNumezis product↗View the full ecosystem↗

Decision-grade insight for enterprise AI.

Strategy & portfolio01The anatomy of an AI projectNine phases↗02Build an enterprise AI roadmapSwitzerland↗
Governance & risk01Swiss AI compliance in 2026nFADP · AI Act↗02AI governance and securityOperating framework↗
Tools & architecture01How to choose AI toolsArchitecture-first↗
Evidence & value01Measure AI program valueBaselines · outcomes↗

A focused practice, built for consequence.

01Experience & leadershipNumezis Advisory & Engineering02The Numezis ecosystemPractice · products · Kletron03What sets us apartFive strong commitments04Join the Numezis practiceSenior advisory · engineering
ENFRDEIT
Discuss your AI roadmap↗

Capabilities

01PrepareAI Strategy & Readiness↗02GovernAI Governance & Security↗03EngineerAI Platforms & Engineering↗04RealizeAI Value Realization↗

Technology

00Full technology ecosystem↗
Workspaces & agentic work01Claude EnterpriseEnterprise workspace↗02ChatGPT EnterpriseEnterprise workspace↗03Gemini EnterpriseEnterprise workspace↗04Kimi WorkDesktop agent · local workflows↗
Coding agents01Claude CodeSoftware engineering agent↗02OpenAI CodexCoding agent · delivery↗
Model platforms & infrastructure01Mistral VibeModel platform · sovereign AI↗02NVIDIA AI EnterpriseInference platform · GPU↗
Cloud AI platforms01Microsoft FoundryAzure · agents · models↗02Vertex AI Agent BuilderGoogle Cloud · Gemini · ADK↗03Amazon BedrockAWS · Agents · AgentCore↗
Systems we operate01OpenClaw securityAgents · runtime↗02KletronNumezis product↗

Approach

01Operating model for executionPrepare · Govern · Engineer · Realize↗02Transparent deliveryTime & materials↗03Architecture-first deliveryVendor-flexible↗04Decision cadence for executionWeekly · monthly · by gate↗

Selected work

01From 43 ideas to 3 funded initiativesIndustrial group · Prepare↗02From shadow AI to governed useFinancial services · Govern↗03A governed business agent in productionSwiss SME · Engineer↗04Measuring the value of an AI programEngineering group · Realize↗

Insights

01The anatomy of an AI projectNine phases↗02Build an enterprise AI roadmapSwitzerland↗03Swiss AI compliance in 2026nFADP · AI Act↗04AI governance and securityOperating framework↗05How to choose AI toolsArchitecture-first↗06Measure AI program valueBaselines · outcomes↗

About

01Experience & leadershipNumezis Advisory & Engineering↗02The Numezis ecosystemPractice · products · Kletron↗03What sets us apartFive strong commitments↗04Join the Numezis practiceSenior advisory · engineering↗
ResourcesCareersDiscuss your AI roadmap

Information governance

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Last updated: 2 August 2026

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Contact

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Switzerland
advisory@numezis.com

A controlled path to value

Make your next AI decision an executable one.

Discuss your AI roadmap↗
Vertical product · Swiss SMEsNumezis — the autonomous business agent for Swiss SMEs.Governed workflows across documents, finance, follow-ups and approvals.Explore Numezis↗KAgent & multi-agent productKletron — a complete work system for complex business tasks.Built by Numezis and already used by SMEs to plan, orchestrate and deliver work.Explore Kletron↗
ADVISORY AND ENGINEERING

Capabilities

PrepareGovernEngineerRealize

Advisory & Engineering

ApproachSelected workTechnologyKletronSecure OpenClawInsightsResourcesAboutCareersContact

AI Platforms

Claude EnterpriseClaude CodeChatGPT EnterpriseOpenAI CodexGemini EnterpriseMistral Vibe · formerly Le ChatNVIDIA AI Enterprise · NIMKimi Work

Cloud AI

Microsoft FoundryVertex AI Agent BuilderAmazon Bedrock

Offices

Geneva · SwitzerlandSwiss-wide deliveryadvisory@numezis.com
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