From Idea to Working Product. Fast.

We help scaling companies and enterprise divisions deliver production AI systems — from agentic architecture to deployment. Backed by 20+ years of experience in regulated industries.

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Silicon Valley Trained

20+ Years in Technology

Own Startup Experience

Enterprise Architecture

Open Source & Speakers

AI Systems & Automation

We design and build agentic AI systems that automate real business processes. Not chatbots — intelligent multi-agent systems that work autonomously and deliver measurable outcomes.

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Architecture & Development

From API design to Kubernetes in the cloud. Scalable systems built with enterprise-level code quality, battle-tested CI/CD pipelines, and deep observability.

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HU-CZ Business Bridge

Connecting Hungarian and Czech markets. Market entry support, strategic partnerships, and technology collaboration — backed by the CED network with 20+ regional offices.

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What Sets Us Apart

Why VMCorp

Agentic Architecture

We don't build throwaway PoCs. We design production multi-agent systems with orchestration, evaluation, and observability — built on open-source stacks, deployed in your cloud.

Enterprise AI Solution Design

We bridge AI strategy with business reality. From discovery and impact matrix through architecture to deployment — with focus on ROI, governance, and scalability.

Tech-to-Value Framework

Reusable reference architecture + short PoV cycles = speed without quality compromise. Every project builds on proven patterns, not from scratch.

Delivery Model

From Idea to Production in Weeks, Not Months

We achieve speed through reusable reference architecture and short Proof-of-Value cycles — not shortcuts. Open-source stack, your cloud, zero vendor lock-in.

Discovery

Map operations, identify automation opportunities, build an impact-vs-complexity matrix. 1–2 weeks.

Architecture Blueprint

Select reference stack, design agent architecture, define technical KPIs. Built on proven patterns. 1 week.

Proof-of-Value Agent

Working agent deployed in your cloud, meeting agreed KPIs. Real results, not a PowerPoint. 2–4 weeks.

Production Deployment

Scale, monitor, optimise. From one agent to multi-agent orchestration with continuous evaluation. Ongoing.

Modern AI Architecture

Reference Stack for Production AI

Multi-layered architecture covering the full lifecycle of an agentic AI system — from orchestration to observability.

AI Agents

Autonomous agents solving specific business tasks

Custom AgentsRAG PipelinesTool-use AgentsMulti-agent WorkflowsPythonTypeScriptFastAPI

Orchestration

Routing, coordination, and management of agents

LangChainLangGraphLangFlowCrewAIAutoGenMCPA2A

Evaluation & Observability

Quality measurement, tuning, and production monitoring

LangFuseLangSmithOpenTelemetryGrafanaPrometheus

Infrastructure

Cloud, compute, storage, and deployment

AzureAWSGCPVertex AIDatabricksKubernetesDocker

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AI System Safety

Safe AI Systems by Design

Enterprise AI needs more than accuracy — it needs security, auditability, and risk management from day one.

Secure Agent Permissions

Agents operate with minimum privileges. Every action is authorised, every data access is controlled.

Observability & Monitoring

Full transparency into agent decision-making. Traces, logs, and metrics for every step — you know exactly what the agent did and why.

Data Governance

Data stays in your cloud. Access control, encryption, audit trail. GDPR and regulatory compliance built in.

Risk-Aware Deployment

Gradual rollout, human-in-the-loop where needed, automatic fallbacks. Governance protects value, not slows you down.

We've been through it ourselves.

We're not an agency. We don't sell hours — we deliver value. We founded our own startups and took one of them all the way to an exit. We went through intensive training in Silicon Valley and accelerator programs including Google Startup Accelerator and Google Launchpad — where we learned to validate ideas, find product-market fit, and build with tight feedback loops.

We write code. We build infrastructure. We scale teams. We've delivered enterprise solutions under financial regulation across Europe, the US, and the Middle East. And we bring all of that experience to every engagement.

Our KPI: Customer satisfaction. Maximum value in the shortest time possible.

Results