Variant A · concise onboarding
Fewer initial questions; collect additional details after account creation.
The platform separates low-risk product experiments from high-impact educational decisions and keeps experiments auditable.
Fewer initial questions; collect additional details after account creation.
Step-by-step subject, level, goal and availability guidance before submission.
No production traffic is changed by this demo.
Do not use conversion experiments to conceal prices, weaken safeguarding, manipulate minors, or alter high-impact educational decisions without appropriate governance.