Introduction to LLMs
One day to understand what an LLM really is, what it can and can't do — and where it can help in your SME.
1 day · no prerequisites
- Duration
- 1 day (7×45min)
- Audience
- Executives, PMs
- Price
- CHF 800/person
- Format
- On-site or remote
Who it's for
- SME executives and leadership wanting informed decisions
- Project managers evaluating AI initiatives
- Curious business profiles without technical background
- Teams wanting a shared vocabulary before launching a project
Learning objectives
- Understand what an LLM is, how it's trained, what it actually produces
- Differentiate vendors (ChatGPT / Claude / Mistral / local models) and their trade-offs
- Identify limits: hallucinations, biases, confidentiality, real costs
- Map high-ROI SME use cases
- Make realistic adoption decisions, not driven by hype
Prerequisites
None. Being able to use a browser is enough.
Teaching format
Short lectures alternating with live demos on real tools, and a hands-on workshop to identify use cases in your business context.
| Format | Duration |
|---|---|
| Lectures | 4×45 min |
| Live demos | 2×45 min |
| Use case workshop | 1×45 min |
Course content
-
What is an LLM?
Accessible technical intro, tokens, probabilities, context window.
-
Model landscape
ChatGPT, Claude, Mistral, Gemini, Llama. Closed vs open, cloud vs local.
-
Limits and risks
Hallucinations, bias, data leakage, nFADP compliance, API costs.
-
SME use cases
Workshop: mapping use cases in your company, impact/cost prioritization.
Indicative schedule
- 09:00–09:45 What is an LLM lecture
- 09:45–10:30 Model landscape lecture
- 10:30–10:45 Break
- 10:45–11:30 Live demo: ChatGPT / Claude / Mistral side by side demo
- 11:30–12:15 Limits and risks lecture
- 12:15–13:15 Lunch
- 13:15–14:00 Costs and pricing models lecture
- 14:00–14:45 Live demo: concrete workflow demo
- 14:45–15:00 Break
- 15:00–16:30 Use case workshop (mapping + prioritization) workshop
Instructors
- Nicolas Maier
AI & Algorithms Expert
- Michael Ramos da Silva
Cloud & DevOps Expert
Pricing & logistics
- CHF 800/person, minimum 4 participants
- In-company, team package on request
- Language: English or French
- Location: on-site client (Fribourg / French-speaking Switzerland) or remote
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