NICOLAS MAZYCYBERSECURITY · AI

02 / AI INTEGRATION

Artificial intelligence integration for businesses

Based in Liège, I develop AI integration projects to find information, prepare answers and connect everyday tools. Each assistant starts with a specific use case, identified sources and defined access.

Let’s discuss your AI assistant
YOUR IDEAS. A SPACE TO BUILD THEM.

Concept illustration · Fictional preview

A CONCRETE EXAMPLE

The use case before the technology.

An employee wants to prepare for a colleague’s arrival. The assistant finds useful passages in authorised documentation and proposes a checklist with references. This demonstration uses fictional documents.

WHAT THE PROJECT MAY INCLUDE

A scope adapted to your needs.

Scope definition, document preparation, an assistant prototype, connections to authorised sources, test scenarios and documentation. The exact scope depends on your needs and environment.

01

Agents & assistants

Give AI a clear scope.

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An agent can draft a response, find information or propose an action. Its tools, permissions and limits must be explicit. Sensitive operations remain subject to human approval.

  • Internal assistants and AI agents
  • LLM integration
  • Model and tool orchestration
  • Human approval and traceability
02

RAG & knowledge

Answer using your sources.

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A document assistant retrieves useful passages before producing a contextualised answer. Document quality, permission enforcement and visible sources are central to the design.

  • PDFs, SharePoint, wikis and documentation
  • Extraction and indexing
  • Search and context
  • Sourced answers and access control
03

Business applications

Integrate intelligence where it matters.

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A dedicated interface can bring together the tools your teams already use. Integrating ChatGPT or another LLM into a business involves choosing a model, defining data processing rules and setting up the required connections.

  • APIs, CRM, ERP and databases
  • Document generation
  • Data analysis and extraction
  • Custom AI applications

YOUR PROJECT IN PRACTICE

Questions to consider.

Can an assistant use my documents?

Yes, when they can be prepared and connected in an appropriate setup. Access rights, source quality and processing rules are part of the initial scoping.

Does AI act without approval?

It depends on the scenario. The level of autonomy and the actions requiring approval are defined explicitly.

To move from assistance to action, explore AI automation and n8n workflows. The projects and demonstrations show possible use cases. Let’s discuss your AI project.

Let’s discuss your project.

Let’s discuss your AI assistant