How models work and where they fail
Understanding the engine helps you ask better questions and decide what to verify.
Open course · 4 modules · 14 chapters
Understand AI, verify its responses and design work that connects data, decisions and results. A practical learning path for professionals, teams and business leaders.
All written content is available. Every chapter includes an explanation, a worked case, practice instructions, an exercise and a commented solution. Study at your own pace without registration.
Start the courseChoose valuable AI tasks, build reviewable instructions, design workflows with clear permissions and evaluate a pilot with your team.
Read the explanation, complete the exercise before opening the solution and compare your output with the rubric. Follow the sequence or consult individual chapters. The final project integrates the course.
Andina Equipos is a fictional industrial solutions business. Its opportunities, notes and commitments let you practice turning scattered information into decisions, ownership and commercial follow-up.
Complete program
Understanding the engine helps you ask better questions and decide what to verify.
Four different work designs. Choose based on the task rather than the label.
Start with work worth improving and define how to recognize improvement.
Organize instructions, history and current state to avoid acting on outdated agreements.
Design instructions around the work and the output that will actually help.
A defensible decision separates knowledge, interpretation and unresolved questions.
Analysis quality begins with choosing information and authorized access.
AI can prepare decisions while preserving customer relationships and commercial accountability.
Adoption creates value when organizational work improves beyond one individual.
A convincing demonstration is not a comparison with the work being improved.
Build a workflow that turns records into reviewable decisions and accountable follow-up.
An AI-supported commercial review: problem brief, context, workflow, evidenced report, permissions and evaluation. Use an available AI tool or compare with your manual method.
Chapter 14All case examples and figures are fictional. Study times are estimates.
Editorial review: September 29, 2026