AI Training Curriculum for Companies: What Actually Sticks
Where we're coming from
We’ve run AI training for Thai corporates for 18 months. This is what actually sticks after 6 months vs what gets forgotten.
"AI training curriculum" comes up often in buyer conversations. This page captures the framing we use from actual client work, not vendor-marketing slide decks.
Quick answer
AI training that sticks is tied to the learners’ own work, not to tools in the abstract. Start with the basics and the risks (AI can be wrong; personal data falls under PDPA), have each person work on their real tasks in the session, and follow up afterwards. A one-day workshop with no real work and no follow-up rarely changes how people work.
Updated: 2026-09-29
Key takeaways
- Use the learners’ own work as the exercises.
- Teach the limits: AI can be wrong, so answers need checking.
- Define which data must never go into external tools.
- Split content by role instead of one course for the whole company.
- Follow up afterwards with real tasks done and time saved.
Decision guide
| Option | Best for | Watch out for |
|---|---|---|
| AI basics and limits | Everyone in the organisation | Do not skip wrong answers and how to check them |
| AI for daily work (writing, summarising, research) | General teams | Use the learners’ real tasks, not canned examples |
| Workflow and automation design | Operations teams with repetitive work | A process owner must be part of the design |
| Data policy and PDPA | Leadership, legal and IT | Be explicit about which data cannot go into external tools |
Frequently asked questions
Should we train in groups or one-on-one?
Group sessions build a shared foundation across a team; one-on-one suits people who need to build their own tools or workflows. We run group classes, one-on-one sessions and onsite workshops.
Do learners need programming skills?
No, not for daily-work and foundation courses. Advanced automation topics suit people comfortable with online tools and spreadsheets.
How much does corporate AI training cost?
It depends on the format, the number of learners and days. Use the free in-house AI training cost estimator on our site first, then talk to the team for a quote.
How do we measure whether training worked?
Compare before and after: which tasks each person can now do with AI and the time per task, then check again about 30 days later whether they are still using it.
Sources
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