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
Real-life dialogue 12
Skill mix
Real life 12
Review status
generated-review-candidate 12
Fill the missing word or phrase.
Use typed input only when the accepted answer is narrow.
Diagnostic signal
Appointment information gap produces a real life signal at A2.
Conversion hook
Short, diagnostic, and reusable across tests, funnels, and practice loops.