Vault test builder
Minimal pairs, read-aloud prompts, fast speech, and practical spoken responses. The generated prompt bank is now a product surface: choose an angle, pick source-language traps, and review a draft test that can become a funnel, challenge, or catalog diagnostic.
Product angles
Pick the hook first. The builder keeps the same 12k database underneath, but changes the question families and preferred mechanics.
Turns listening and speaking inventory into a compact pressure session.
Level check
A mixed diagnostic from grammar, vocabulary, naturalness, listening, and real-life prompts.
Sound natural
Fast phrase traps, collocations, emotion context, scene inference, and native-sounding choices.
Business-ready
Emails, client-safe tone, meeting subtext, deadlines, and business collocations.
Speak better
Minimal pairs, read-aloud prompts, fast speech, and practical spoken responses.
Exam pressure
Academic reading, listening, writing, inference, and task-rubric prompts.
Travel survival
Airport, hotel, restaurant, shopping, instruction following, and object vocabulary.
Mechanics
Family mix
Media and pragmatics mechanics 12
Skill mix
Naturalness 12
Review status
generated-review-candidate 12
Infer the emotion from context.
Use multiple choice when all distractors map to a clear learner trap.
Diagnostic signal
Emotion chat inference produces a naturalness signal at B1.
Conversion hook
Short, diagnostic, and reusable across tests, funnels, and practice loops.