Florentin Purcea

Inside Universal

AI Systems

Agents, assistants and knowledge systems that act inside your business.

AI that does something: reads your documents, answers with sources, qualifies a lead, books a slot, writes the report — through governed actions, not free-form guessing. Built on retrieval over your approved knowledge, with every write going through permission, approval and audit.

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What a session here ships

ONE SESSION · 10h
  • AI business assistants and internal knowledge assistants (RAG)
  • AI agents with governed actions (approve → execute once → verify → audit)
  • AI customer support and sales agents
  • Lead qualification and recommendation systems
  • AI analytics, content generation and workflows

Where it applies

Services · E-commerce · Clinics · Real estate · SaaS · Agencies

Proof

Facts, not promises.

  • A multi-agent system with 24 workers runs advertising operations for 12 businesses every day
  • An AI machine with a permission → approval → audit action bus, 500+ automated tests
  • A cross-project memory layer with 5,000+ recorded decisions and lessons

FAQ

Frequently asked

What is the difference between an AI chatbot and an AI system?

A chatbot answers. A system answers, then acts — it books, qualifies, updates the CRM and reports — with rules about what it may do alone and what needs a human approval.

Can the AI use only my approved information?

Yes. Every assistant I build answers from a versioned knowledge base you control; when it does not know, it says so and hands over to a human.

Start

Start Universal

€2,000 a month · 4 focused sessions · one active at a time. This area is included.

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