Academy · Learning path · Beginner
AI for business
From basics to chatbots, RAG, agents and automations that run with governance.
At the end You know what is worth automating, what is not, and how to do it safely.
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6 lessons · ~32 min
- 01AI for business: what a language model actually does (and what it does not)Models predict text, know nothing about your business and are just as confident when wrong. What they are good at, what they are not, and the three questions before any AI project.AI · Lesson · 5 min · Beginner · Updated 28 Sept 2026✓
- 02A chatbot that actually helps: what it must do for a Romanian SMEThe 20 real questions, booking or qualifying, fast handoff to a human, WhatsApp and website. The content to prepare before code, what to measure, and why you read transcripts for two weeks.Chatbots · Lesson · 5 min · Beginner · Updated 28 Sept 2026✓
- 03RAG explained for business: how AI answers from your documents, not from imaginationWhy a model gets your company wrong, how retrieval works (chunks, embeddings, grounded answers), what makes it good, what breaks it, and how to test it with 30 real questions.AI · Lesson · 5 min · Intermediate · Updated 28 Sept 2026✓
- 04AI agents vs. chatbots: when it is worth letting a model actA chatbot answers; an agent acts in your systems. What tools are, when the risk is worth it, guardrails in the right order, and the honest limits of agents in 2026.Chatbots · Lesson · 5 min · Intermediate · Updated 28 Sept 2026✓
- 05Which processes to automate first: the repeat · volume · rules testHow to pick the first process to automate, the one-page map, quick wins that work almost everywhere, platforms vs. code, the broken-process mistake, and how to measure hours saved honestly.Automation · Guide · 6 min · Beginner · Updated 28 Sept 2026✓
- 06Automation with governance: processes that run themselves without keeping you up at nightLeast privilege, approval on money and customer-facing actions, idempotency, logging and alerts, rollback, staging, secrets, API drift and a named owner. The model Universal itself runs on.Automation · Lesson · 6 min · Advanced · Updated 28 Sept 2026✓
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