Confidential client

LumenPrep: Adaptive Exam-Aligned Learning Platform

Hyper-personalised AI study companion for secondary exam pathways, with board-aligned content, adaptive plans, and multi-format revision tools.

Education

Students collaborating with laptops in a study space

Challenge

Problem space

GCSE and A-Level students needed tutoring-quality help aligned to their specific exam board, not generic AI answers. Parents and schools also needed visibility without increasing teacher workload or compromising learner data.

Business impact

Generic study tools wasted revision time on irrelevant material. One-to-one tuition stayed expensive. Schools lacked scalable personalisation across subjects and boards.

Solution direction

Exam-board-aligned content, on-demand AI tutoring with step-by-step explanations, adaptive study planning from performance signals, and stakeholder views for students, families, educators, and larger education networks.

Solution

What we shipped

Hyper-personalised learning for GCSE, IGCSE, and A-Level pathways
On-demand AI tutor with instant clarification and step-by-step explanations
Adaptive study plans with weak-topic detection
MCQ quizzes, cloze quizzes, flashcards, and study notes
Essay questions, past exam questions, and exam-style feedback
Presentations, visual summaries, and podcasts
Content aligned to AQA, Edexcel, OCR, and WJEC
Offline-capable learning client for flexible study sessions

Architecture

LumenPrep centres learning around syllabus fidelity and learner state. Performance across quizzes and activities feeds recommendation models that choose what to study next, while an AI assistant clarifies stuck points without drifting off-spec.

[Student / Parent / Educator Clients]
          │  HTTPS
          ▼
[Learning Experience API]
          ├──► [Curriculum & Exam-Board Content Graph]
          ├──► [Adaptive Recommendation Engine]
          ├──► [AI Tutor Assistant]
          └──► [Assessment & Revision Generators]
                    ├── MCQ / cloze / essay practice
                    ├── Flashcards & study notes
                    └── Presentations & podcasts

Presentation Layer

Student learning dashboards, practice surfaces, and insight views for families and educators across GCSE, IGCSE, and A-Level pathways.

Service & Orchestration Tier

Adaptive study planning, weak-topic detection, AI tutor chat with step-by-step explanations, and generators for quizzes, notes, and multi-format revision packs.

Data Storage & Persistence

Curriculum graphs mapped to AQA, Edexcel, OCR, and WJEC subjects, plus learner performance history used to personalise recommendations.

Security & Access Boundary

Age-appropriate experiences with safeguarded learner data for families and institutions, plus governance tooling for school chains and education networks.

Engineering challenges

Exam-Board Alignment vs Generic AI Answers

Friction

Students needed revision locked to their board and specification, not broad internet-style answers.

Solution

Built curriculum content and practice flows aligned to AQA, Edexcel, OCR, and WJEC across core GCSE and A-Level subjects.

Knowing What to Study Next

Friction

Learners wasted time guessing priorities instead of targeting weak topics.

Solution

Implemented adaptive study plans that detect weak topics and recommend personalised next steps from performance data.

Tutoring Access Without One-to-One Cost

Friction

Instant clarification and exam technique practice were expensive or unavailable on demand.

Solution

Delivered an on-demand AI tutor with step-by-step explanations, exam-style feedback, and multi-format revision materials.

Outcomes

Revision Relevance

Before: Generic study content disconnected from board specs
After: Exam-board-aligned pathways and practice
Impact: Students focus only on material that matches their exams

Study Prioritisation

Before: Guesswork about what to revise next
After: Adaptive plans with weak-topic detection
Impact: Recommendations follow measured learner performance

Tutoring Access

Before: Expensive or unavailable one-to-one help
After: On-demand AI tutor with clarifications and exam feedback
Impact: Students get stuck-point support without waiting on schedules

Learning Formats

Before: Single-mode notes and static worksheets
After: Quizzes, flashcards, notes, presentations, and podcasts
Impact: Learners can revise in the format that fits their style

Technology

Learning Experience

Adaptive study plans
AI tutor assistant
MCQ and cloze quizzes
Essay and past-paper style practice

Content Systems

Exam-board curriculum mapping
Flashcards and study notes
Presentations and podcasts
Personalised revision packs

Stakeholders

Student learning journeys
Family insight views
Educator and school leadership tools
Governance support for school chains

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