Use case
Ed-Tech.
AI classmates that join the cohort — debate, push back, and remember what each learner is stuck on.
Without Humalike
Online courses are lonely. Tutors don't fix it.
5–15% of online learners finish a course. Not for lack of content — for lack of cohort. The on-demand tutor doesn't fix it.
With Humalike
A classmate, not a tutor.
Joins the cohort. Debates the reading. Remembers what each learner got stuck on three weeks ago and calls back to it.
What it needs to work
The behaviors this use case actually requires.
An LLM alone gets you part of the way. The rest is behavioral — and that's the layer that decides whether the product feels human or wrong.
Default LLM
Humalike
Answer factual questions
Answer factual questions
Default LLM
Humalike
Catch misconceptions without asking
Catch misconceptions without asking
Default LLM
Humalike
Remember what each learner struggled with
Remember what each learner struggled with
Default LLM
Humalike
Adapt tone for K-12 vs university vs corporate
Adapt tone for K-12 vs university vs corporate
Default LLM
Humalike
Debate in a multi-student room
Debate in a multi-student room
Default LLM
Humalike
Know when to challenge vs back off
Know when to challenge vs back off
Default LLM
Humalike