Use case

Data Science Exams

Assess real pandas, NumPy, and scikit-learn skills without AI assistants in the way.

Examination Center is in early access — we're onboarding institutional pilots. The information here describes our current platform and direction and may evolve; it is not a contractual commitment.

For the pandas/NumPy audience

• pandas, NumPy, Matplotlib, and scikit-learn available in the browser.
• Students manipulate data and print results; integrity telemetry captures how the solution evolved.
• AI-free and autocomplete-free, so you measure the student, not the model.

Integrity, not accusations

Paste, sudden-code, and cross-student similarity signals are presented as evidence for your review.

Get started

Pilot scope: up to 40 students and 1 exam. Indicative pricing only — see pricing or request a pilot.