How we prepare your guidance

Your questionnaire answers select explanations and next steps written for each option. We do not calculate a validated score or claim that an AI model has assessed your data. Each guide lists its sources, and each tool explains its limits before use.

This preparation flow does not analyse audio or assign pronunciation, fluency, grammar, vocabulary or CEFR scores. A real spoken assessment requires a configured voice evaluation service and validation of its results. Your selected experience and self-observations are not proficiency measurements.