Vocabulary retention practice and workshop platform

Reduce the number of separate vocabulary tools a learner or tutor rents while keeping one owned record of words, reviews and progress. For language learners, tutors and training teams running vocabulary practice, convert licensed learning material, pasted text, uploaded documents and learner corrections into reviewed flashcard sets and spaced-repetition schedules. The benefit is a testable hypothesis, measured through reviewed words retained at delayed test and tutor hours per accepted set; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect licensed learning material, pasted text, uploaded documents and learner corrections, then follow this sequence: 1. Generate flashcards from supplied learning material or learner progress. 2. Extract vocabulary and source sentences from pasted or uploaded text. 3. Generate meanings, usage notes, examples, collocations and pronunciation. 4. Schedule reviews with spaced repetition. Resolve uncertain cases with qualified reviewers, approve reviewed flashcard sets and spaced-repetition schedules, and measure reviewed words retained at delayed test and tutor hours per accepted set against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the stated task modules. Use deterministic code for scheduling arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One fixed language pair and licensed source set; final meaning, translation and curriculum checks remain with the tutor. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve learner voice, source attribution, translation accuracy and usage permissions. Tutors approve substantive changes and curriculum scope. One fixed language pair and licensed source set; final meaning, translation and curriculum checks remain with the tutor. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One fixed language pair and licensed source set; final meaning, translation and curriculum checks remain with the tutor. Implement one approved input format, a bounded representative case set and the first two task modules: generate flashcards from supplied learning material or learner progress; schedule reviews with spaced repetition. Support the remaining modules with operator review: extract vocabulary and source sentences; generate meanings, usage notes, examples, collocations and pronunciation. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Learner-owned documents, authorized reading material and permitted research sources. Cloud file storage, document import/export and learning management destinations. Start with file exchange and validate destination specifications before promising direct publishing. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Material intake and word review, Practice session, Tutor or facilitator dashboard. Use a deck gallery for sets, a large central review canvas for the current card, and a right-hand panel for source sentence, explanation and scheduling state. Let users compare a generated card with the source text side by side. Display draft, changes requested and approved states. Provide a shared practice link with comments anchored to the relevant card. Make the task-specific outcome reviewed flashcard sets and spaced-repetition schedules visible beside its evidence, review state and value baseline.