Learning engineering, applied to your exam

Preparing for an exam usually depends on luck: on the material you find, on knowing what you're failing, on having time for what matters. Lingaly applies learning engineering to reduce that dependency. Every answer you give feeds statistical models that decide what you train next.

We don't use generative models to invent answers — we use statistical models to understand your knowledge. One model tracks your mastery across each competency. Another calibrates difficulty to your exact level. Another simulates your full exam. And a decision engine picks each session to maximize your preparation.

And when you get it wrong, we don't just show you the answer. We guide you to discover it through two phases: first hints to make you think, then the full explanation. Your progress is honest — it's measured with your first answer, before any help.