Notes on live, AI-led learning.

Plain-language guides for the people who run training in organisations: what AI-led learning is, how to prove training worked, and what to check before you trust a platform with your material.

• What is AI-led training? A plain-language guide for L&D leaders

  AI-led training is a live class that an AI runs in real time, with a human who approves the plan and keeps control. Here is how it differs from AI-assisted tools and what to check.

  2026-09-22 · 3 min read

• How to prove training worked, from attendance to evidence of capability

  Attendance proves people were present. Capability evidence proves they can do the job. Here is a practical ladder for L&D teams that need to show a return on the training budget.

  2026-09-22 · 3 min read

• Corporate training and PDPA in Singapore, what to check before using an AI platform

  A practical checklist for L&D and data protection teams in Singapore choosing an AI-led training platform, covering where material is processed, learner consent, cameras and retention.

  2026-09-22 · 2 min read

• Live versus self-paced training, why completion collapses and what a live class changes

  Self-paced courses are cheap to deliver and easy to abandon. Live classes finish more often and produce evidence as they run. Here is when to use each and how AI changes the cost of live.

  2026-09-22 · 2 min read