AINUA AI Academy
Y34 · Module 9 · Premium preview

28 min studio lesson · AI + YouTube

Run title, thumbnail and content experiments

Learn deliberately instead of changing everything at once.

Nia and Kio teaching Run title, thumbnail and content experiments
By the end, you can

Design an ethical YouTube experiment with one question, meaningful variants and a decision rule.

Premium studio · full lesson unlocks with membership
Y34 syllabus preview

Know exactly what you will build.

A useful experiment changes one major variable around a clear hypothesis.

  1. 01State one audience-behaviour hypothesis.
  2. 02Create materially different variants.
  3. 03Keep the underlying promise honest and constant.
  4. 04Choose the metric chain and decision window.
  5. 05Document result, uncertainty and next action.
Portfolio proofAn experiment card with result and uncertainty log.