M-Shule
SMS-based adaptive learning for basic phones
The Four Mismatches · M-Shule
System-native
Assessed for a Kenyan primary student on a feature phone (its home market).
- CurriculumPass
Aligned to the Kenyan primary national curriculum (KCPE/CBC).
- LanguagePass
English and Kiswahili, both examinable.
- PricePass
Learner-facing free; runs as a B2B platform organisations deliver on.
- InfrastructurePass
SMS + chatbot with explicitly no airtime, data, smartphone or connectivity required — the lowest floor there is.
Four passes on the hardest infrastructure axis of all — adaptive tutoring over plain SMS.
addestra.com · The Four Mismatches Test. A single fail means it was built for a different system.
Independence: Addestra builds learning products too (MathsTutor, TinkerWell). We never review or score our own, and no tool pays to be listed or to rank higher — how we assess fit.
What it does
What the AI actually does — ML personalises SMS lesson and quiz sequencing to each learner's performance (item-response theory) — genuinely adaptive, delivered over plain SMS.
Why it was built — Reach students on basic feature phones — no smartphone or internet needed — with personalised tutoring over SMS.
Who built it
- Company
- M-Shule
- Founders
- Claire Mongeau · Julie Otieno
- HQ / origin
- Nairobi, Kenya
- Founded
- 2016 (launched Jan 2018)
- Model
- B2C / B2B2C / B2G
- Exam systems
- KCPE / CBC (Kenya primary)
- Languages
- English · Kiswahili
We record durable facts only — no funding-raised or user-count figures. Unverified fields are marked [TBD] rather than guessed.
The fit assessment
The scorecard above scores M-Shule on the four axes on which exported EdTech fails to fit a local system — assessed for a Kenyan primary student on a feature phone (its home market). The verdict: Four passes on the hardest infrastructure axis of all — adaptive tutoring over plain SMS. For the full framework, see the Four Mismatches Test.
Where it sits
M-Shule is on the EdTech AI 100 map, in exam prep & regional platforms, built in Kenya.