examie · edtech for kz

Adaptive AI tutor.
Speaks Kazakh.
Knows every weakness.

8,500+ real ENT exam questions. Bayesian IRT in real time. Voice tutor in Kazakh. Real-time multiplayer Battle. Built for Kazakhstan.

Astana Hub trackfree during betano credit cardiOS · Android · Web

free during beta · TestFlight + web access

┌─ practice ─ 4/10 ────

Where does the Krebs cycle take place inside a cell?

ACytoplasm
BMitochondrial matrix
CEndoplasmic reticulum
DNucleus
+10 XP · ✓ Correctθ: 1.42

trained on kazqad · built solo · open to teachers and edtech marketers

Three layers of intelligence

independently shippable
01 · adaptive

Bayesian IRT, recalculated every answer

2PL Item Response Theory. After every answer, theta and standard error update via 41-point Gauss-Hermite quadrature. The next question is selected for maximum Fisher information at the current ability — same math behind SAT and GRE adaptive testing.

02 · voice

Hold the mic. Speak Kazakh.

Whisper transcribes. Claude Sonnet streams the answer, grounded in 6,640 retrieved chunks from KazQAD and Kazakh Wikipedia. OpenAI TTS speaks back. Round-trip in ~3 seconds.

03 · battle

Same questions. Real-time. Speed wins.

Socket.IO matchmaking. 2-4 students answer the same 5 questions in real time. Speed bonus rewards quick correct answers. Winner gets +50 XP. A daily-active mechanism that competitors don't have.

Built on real numbers

in production today
8,500+
ENT questions
6,640
RAG chunks
99%
auto-validated
<1ms
IRT update

Engineering

real ml, not chatbot wrappers
2PL Bayesian EAP41-pt Gauss-HermiteHybrid retrieval (vector + BM25)Whisper STTClaude Sonnet (RAG)OpenAI TTS-1Socket.IO + NestJSMonte Carlo (2k samples)KazQAD ingestClaude Haiku distractor genPostgres + pgvector

Why we win in Kazakhstan

static apps sell question banks · we sell outcomes
FeatureStatic appsExamie
Questions Static bank Bayesian-adaptive
AI tutor None Voice in Kazakh + RAG
Social None Multiplayer Battle
Content Generic KazQAD + Claude-augmented
Score prediction Pass/fail Monte Carlo CI
Pricing ₸2,500–4,000/mo TBD · parent-billed

Questions

for parents, students, investors

Why not just use ChatGPT?

ChatGPT doesn't know the Kazakh ENT format, doesn't pull from real ENT questions, doesn't track your ability over time, doesn't speak Kazakh natively, doesn't have a competitive multiplayer mode, and won't score-predict your exam result.

Is the beta free?

Yes. Beta is free until Astana Hub residency confirms. Production pricing will be parent-billed (Apple IAP / Google Billing / Kaspi Pay), aimed at ~₸3,000/mo — well below the ₸15-30k/mo cost of a private tutor.

How accurate is the score prediction?

After 5–10 practice sessions, ±15 points 95% CI. After 50+ sessions, ±5–8 points. Monte Carlo over per-subject theta posterior. We re-calibrate as students complete real ENT mock exams.

What about minors and privacy?

Parent linking is mandatory for billing. Student PII is minimized — no school name, no real-time geo. KZ-hosted Postgres is on the roadmap. GDPR-compliant by design.

200,000 students take ent every year

We’re starting with 50.

Beta open to the first 50 students. Astana Hub residency in progress. Full launch 2 months after.