LOCAL WINNER
Finalists for Beginner Awards: Social impact and Disruptive technology
Profuse: The Adaptive AI Learning Partner
Solution details
“Profuse” is an app that creates a learning experience that is adaptive and responsive to student and teacher needs consisting of gamified lessons and an AI chatbot for students, and a place where teachers can monitor progress, assign tests.
Tweet / Slogan
Meet Profuse: Your personal AI tutor. It's for all subjects, with lessons that adapt to your knowledge and confidence. Stuck? Ask the 24/7 AI chatbot. Teachers can track progress, assign tests, and manage deadlines via the integrated calendar.
SkyLine
Resources
Profuse resources:
https://euxinian.github.io/Pro... - Site
https://drive.google.com/drive... - Assets
Context
We discovered the need for Profuse through a school-wide survey and daily classroom observation: students routinely report feeling unprepared for real-world demands and unsupported when they fall behind. This local diagnosis mirrors international findings: major reports argue that education systems must better align with evolving skills demands and reduce fragmentation between curriculum, assessment and real-life learning. OECD analysis highlights persistent inequities and the need for policy change to make systems more responsive, while global skills reports call for “skills-first” approaches to bridge the gap between education and work.
Who Benefits?
Profuse serves two primary groups with focused, measurable benefits:
- Secondary school students (ages 12–18): They gain a 24/7, non-judgmental AI tutor that answers questions anytime and adaptive lessons that respond to both mastery and confidence—reducing anxiety, improving retention, and supporting independent study.
- Teachers: They gain an “AI assistant” that continuously monitors progress, flags struggling learners, and streamlines scheduling and test management—freeing time for targeted instruction.
Why it matters: Profuse directly addresses the two core problems schools report: lack of round-the-clock student support and chronic teacher time scarcity. By centralizing support and automating routine tasks, the platform shortens the feedback loop and enables earlier, more precise interventions.
Engagement strategy: Students are drawn by low-pressure gamification (streaks) and a calm, helpful chatbot.
Impact
Profuse introduces a free, curriculum-aligned AI tutor available 24/7, reducing dependence on paid tutoring and remedial classes. It accelerates learning through instant explanations and adaptive pathways, boosting performance and engagement.
Profuse measures its impact through clear Key Performance Indicators:
- Students: improved grades (pre/post), faster mastery, and higher participation thanks to personalized support.
- Schools: increased attendance, detailed in-app activity and performance metrics, and major reductions in paper use through full digitalization of homework, assessments, and worksheets.
- Families & Teachers: continuous feedback that shapes platform improvements and ensures meaningful support.
Profuse’s goal is to make learning more effective, more accessible, and more sustainable for every student.
Team work
Our team is a dedicated, balanced unit with complementary roles essential for success: strategic leadership (Oprea Vasile-Sebastian), pitch & communication (Cojocaru David-Andrei), research & validation (Ene Andres-Ioan), concept & product development (Blidaru David-Ștefan), and presentation / UX design (Andrușcă Eric-Mihai). This 360° structure covers strategy, research, product, design and communication.
Profuse rests not only on the current team but also on future team members, teacher/mentors, partner schools, and, crucially, the users themselves: students, parents and teachers. The platform is not intended for a single user; it is sustained by our team and supported by school staff, while constantly enriched by user contributions in a strong, reciprocal community. This community-driven model ensures local relevance, faster adoption, continuous content improvement, and shared ownership of impact.
Innovativeness
Profuse stands out by unifying curriculum-aligned content, AI personalization, confidence-based adaptive learning, rapid scanned-test feedback, and low-pressure gamification into a single school-wide ecosystem. Unlike typical apps that address only one problem, Profuse centralizes all learning and assessment tools in one place, reducing fragmentation for students and teachers. Its AI not only tracks mastery but also models hesitation and confidence, enabling early, precise interventions that genuinely reduce stress. Through optical-scan feedback, students receive clear explanations instantly, while teachers gain real-time dashboards that cut administrative load. Built for institutional adoption,with curriculum alignment, privacy safeguards, accessibility features, and a pathway to official approval,Profuse delivers measurable equity gains, sustainable engagement, and seamless transferability across subjects and schools, making it a uniquely practical and comprehensive solution.
Transferability
Profuse’s core framework: Adaptive Engine + Curriculum-aware Chatbot + Admin/Teacher Panel, is designed to be transferable across levels and institutions by separating pedagogy/content from platform infrastructure.
Reusable parts:
- Adaptive Engine (item selection, mastery & confidence modeling);
- Curriculum-aware Chatbot;
- Admin Panel & Analytics;
- Feedback;
- Gamification & Engagement UX.
High reusability: modular architecture, content APIs and intuitive UX speed onboarding. Helps when introducing new subjects and adapting for different countries.
Practical requirements: content mapping, domain fine-tuning, assessment templates and scanning rules, expert validation cycles, systems integration and ethics/compliance. Domain extensions (medical, vocational reskilling, corporate onboarding) are straightforward as the AI can be trained on institutional resources.
Sustainability
Profuse is built for long-term sustainability through a Freemium + B2B model focused on educational equity. The “Personal Mode” includes adaptive lessons and the curriculum-aware AI tutor, which stays free for all students, while School Mode (Teacher Panel, Calendar, Test Assignment) is licensed to institutions. For every 50 institutional licenses, Profuse awards scholarships to the top 10 disadvantaged students on the leaderboard, ensuring impact reaches vulnerable communities.
Future plan:
- 0–6 months: finalize content with Ministry/teacher approval, run pilots, refine the full app.
- 1–2 years: onboard ~20 schools, secures the “Ministry of Education and Research” validation, show system-level gains.
- 3–5 years: establish Profuse as a standard adaptive layer in schools and expand across Europe.
Profuse aims to become a public-good learning infrastructure, uniting students, teachers and policy partners.