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    Artificial intelligence × Pedagogy

    The AI that pinpoints barriers to understanding.

    Neuriane detects misconceptions, maps difficulties skill by skill within each subject and triggers targeted remediation, before difficulties harden into gaps.

    Subject: Corporate FinanceDiagnosis

    Student’s work

    “For the NPV, I subtracted the machine’s depreciation every year from the cash flows, on top of the initial investment of €1M.”

    Obstacle identified:

    Confusing an accounting expense with a cash flow

    Skill
    Investment appraisal
    Remediation
    Guiding prompts sent

    Alexander the Great had Aristotle.
    Now, every student has Neuriane.

    The problem

    Today, generative AI does the work in the student’s place. Tomorrow, it’s their skills that pay the price.

    01

    Students offload their thinking

    They hand their question to a general-purpose AI and get a ready-made answer back. No reasoning has taken place.

    02

    Difficulties stay invisible

    The teacher gets no signal. Misconceptions take root silently, lesson after lesson.

    03

    Diagnosis comes too late

    Summative assessment reveals months of misunderstanding. Remediation becomes a massive undertaking.

    Neuriane breaks this vicious circle.

    Our approach

    For students

    “Not an AI that replaces effort. An AI that supports how knowledge is built.”

    — Neuriane design principle

    Instead of asking a generative AI to do their work, students ask their questions and share their own reasoning with Neuriane, which guides them in return with personalized prompts for reflection and improvement, letting them recognize their mistakes, build their reasoning and sharpen their skills at their own pace.

    • Progress mapped and measuredEvery skill is measured, sequence after sequence.
    • Renewed personal engagementGuided rather than replaced, students take back control.
    • Instant validation / correctionWhat’s right is validated; what’s wrong is flagged.
    Subject: Corporate FinanceScaffolding

    Student

    My project costs €1M and is entirely financed by a 4% loan. So I discounted its cash flows at 4% and got a positive NPV. Can I conclude that we should invest?

    Diagnostic summary · Teacher viewSequence 3

    Most discussed topics

    78 questions
    Discount rate
    34
    WACC
    27
    Cash flows
    17

    Most asked questions

    Times asked
    1. 1Which rate should I use to discount a project’s cash flows?×12
    2. 2Why use the after-tax cost of debt in the WACC?×9
    3. 3Should depreciation be added back to cash flows?×7

    Per-student tracking

    Anonymized IDs
    • Student A14questions
    • Student B9questions
    • Student C3questions

    For teachers

    A diagnostic dashboard for every class

    Teachers get a whole range of statistics of their choice to track student progress, by class or individually:

    • most frequent questions
    • recurring sticking points
    • best-mastered concepts
    • Respects the teacher’s pedagogy
    • Strengthens the teacher’s role alongside AI
    • Ends the struggle to gauge individual and class-wide levels(due to class sizes, students’ willingness to participate, etc.)

    Compliance

    Designed for schools, in line with the regulatory framework.

    • GDPR compliant

      Sovereign hosting in Europe, optional student anonymization.

    • Institutional framework

      National curricula, core skills framework and teaching freedom.

    • EU AI Act aligned

      Transparency, traceability and auditability of processing.

    • European ecosystem

      European technologies, including Mistral.

    FAQ

    Frequently asked questions

    No. Neuriane is a scaffolding tool. It helps students identify and understand their difficulties, but it is always the teacher who guides, validates and contextualizes learning.

    Another question? Write to us

    What if every student could build lasting understanding?

    Neuriane is in development. Join the pioneering institutions already trialling the platform.