Turn any content into a living exam graph.

An AI-first adaptive knowledge engine that measures what every learner truly knows — and what they are forgetting — in real time.

Try EOSIA technology in MyQCM See how it works

Deployed with leading medical faculties

UniversityFacultyHospitalInstitute

εωσία — dawn

The problem

Content is everywhere.
Knowledge is invisible.

Courses, PDFs, exams, protocols — institutions are drowning in content but can't see the only thing that matters: who actually knows what, and what they're about to forget.

Every institution is flying blind on five questions

01What knowledge actually lives inside our courses, documents, and exams?
02Which concepts does each learner truly master — not just pass?
03What's decaying, fragile, or under-evidenced right now?
04Which questions genuinely measure competence — and which are noise?
05What should each person do next?

EOSIA answers all five — continuously, from behavior, in real time.

How it works

The more people learn,
the smarter it gets.

One engine, four moves. It understands any material, sees what each person truly knows, and tells them exactly what to do next — getting sharper with every answer.

It understands the material

Drop in any course, document, or exam — EOSIA reads it and maps out every idea inside.

→ answers question 1

It sees what you really know

Just from how you answer, it knows what you've truly mastered — and what's slipping away.

→ answers questions 2 & 3

It knows which questions matter

It spots the questions that actually reveal what you know, and ignores the ones that don't.

→ answers question 4

It tells you what to do next

The right thing to study, at the right moment, for every single person.

→ answers question 5

↺ Every answer feeds back — it gets smarter every time it's used.

Every answer makes it smarter — about you, and about everyone.

See it in action

Meet Mohammed.
He just studies.

No setup. No quizzes to build. He studies like normal — and EOSIA does the rest, quietly, in the background. Here's one week.

THU · live

Today's plan12 questions · ~25 min

1ECG axis deviationrefresh

2Preload vs afterloadweak spot

3Murmur localizationexam-likely

4Starling's lawreinforce

Ranked by impact on his exam scoreStart →

Mohammed never built a study plan. EOSIA built it for him — and rebuilds it every single day.

And what it does for Mohammed, it does for ten thousand students at once — giving a whole faculty a live picture of what their students really know.

For institutions

One student is a story.
Ten thousand is a map.

Every answer every learner gives rolls up into one live picture — what your cohort actually knows, what's quietly decaying, and where the curriculum has blind spots. No surveys. No end-of-year guesswork. Just the truth, updated continuously.

Cohort readiness

See who's on track for the exam and who isn't — by concept, not by class average. Readiness you can act on, weeks before the result.

68% on track · 4 weeks out

Curriculum intelligence

Find the topics your courses never really covered, and the questions that don't measure anything. Coverage gaps and weak items, surfaced automatically.

3 coverage gaps · auto-flagged

Knowledge risk, live

Watch mastery decay across a whole class before it shows up in results — and see the impact when you intervene.

12 concepts · decaying now

From one learner's memory radar to a faculty-wide knowledge map — same engine, same signal, at every scale.

Under the hood

It's not a chatbot.
It's a model of what you know.

Most "AI learning" tools generate text and hope. EOSIA measures. Every concept becomes a tracked node, every answer updates a probability, and every recommendation can tell you exactly why.

Knowledge, mapped

Your material becomes a graph of Knowledge Components — the smallest learnable units — so progress is measured per concept, not per quiz.

Atlas

State, tracked

Bayesian Knowledge Tracing, Item Response Theory and FSRS memory scheduling estimate what you've mastered, how good each question really is, and when you're about to forget.

Synergy

Decisions, explained

Every question you're given is chosen for a reason the system can show you. The AI is grounded in your real knowledge-state — never just generating.

Explainable by design

The LLM isn't the product. The system of record for what people actually know is.

See what your learners really know.

Bring your courses, exams, and protocols. We'll show you the knowledge hiding inside them — and what every learner is about to forget.

Try EOSIA technology in MyQCM