AI-Powered Employee Engagement & Gamification Platform
An HR technology company needed a platform that uses AI to drive employee engagement through personalized daily challenges, intelligent quizzes, real-time coding assessments, and gamified rewards — boosting workplace productivity and satisfaction.
Discuta Su Proyecto
El Desafío
Traditional employee engagement tools lacked intelligence and personalization:
- Generic Content — One-size-fits-all challenges and quizzes failed to engage employees with varying skill levels and roles
- No Adaptive Learning — Assessment systems couldn't adjust difficulty or content based on employee performance history
- Limited Assessment Types — Existing platforms supported only multiple-choice quizzes, not coding challenges or scenario-based questions
- Low Participation — Without gamification and social features, engagement programs had poor adoption rates
- Scalability — The platform needed to serve organizations of different sizes with isolated, customizable experiences
Nuestra Solución
We built an AI-powered engagement platform using OpenAI and Amazon Bedrock for intelligent content generation, Judge0 for sandboxed code execution, ChromaDB for RAG-powered content retrieval, and a full gamification layer with social features.
Architecture
- Backend: NestJS with microservices architecture
- Frontend: React with responsive design
- AI Models: OpenAI API and Amazon Bedrock (Llama) for content generation, quiz creation, and answer evaluation
- Code Execution: Judge0 API as sandboxed engine supporting 60+ programming languages
- Vector Database: ChromaDB for semantic search and RAG workflows
- Database: MySQL for relational data
- Container Orchestration: Amazon ECS with Docker
- Frontend Hosting: AWS Amplify
- CI/CD: GitHub Actions with automated pipelines
- Authentication: OAuth integration for enterprise SSO
Key Features
- AI Quiz Generation — Automatically creates quizzes tailored to each employee's role, skill level, and learning goals using OpenAI and Amazon Bedrock
- Adaptive Assessment — Analyzes past quiz results and engagement patterns to generate quizzes targeting weak areas
- Online Coding Platform — Embedded IDE with Judge0 API supporting 60+ languages, syntax highlighting, test case validation, and live output
- Coding Assessments — Timed coding challenges with automated scoring and detailed performance analytics
- RAG-Powered Content — ChromaDB stores embeddings of training materials and past assessments for intelligent content retrieval and recommendation
- Social Feed — Facebook-style feed where employees share achievements, post updates, comment with threaded replies, and react to posts
- Leaderboard System — Real-time rankings by points, challenge completions, and quiz scores across individual, team, department, and organization views
- Gamification — Points, achievement badges, team challenges, competitions, and progress tracking
- AI Answer Evaluation — LLM-based assessment of open-ended answers with contextual grading rubrics
- Admin Panel — Creating, managing, and assigning assessments to employees and teams with analytics dashboards
Resultados
Stack Tecnológico
caseStudyDetail.more Casos de Estudio
Explore más de nuestras implementaciones técnicas
Procesamiento de Facturas Potenciado por AI con OCR e Integración con QuickBooks
Una empresa de tamaño mediano que procesa cientos de facturas de proveedores mensualmente necesitaba eliminar la entrada de datos manual extrayendo automáticamente los datos de las facturas usando AI/OCR y sincronizándolos directamente en QuickBooks para la contabilidad y el seguimiento de pagos.
Inserción de Anuncios en el Lado del Cliente (CSAI) con Análisis de Marcadores SCTE-35 e Integración de Reproductor Multiplataforma
Una plataforma de streaming de video necesitaba implementar la Inserción de Anuncios en el Lado del Cliente (CSAI) en sus aplicaciones web, móviles y de TV conectada, lo que permitiría experiencias publicitarias personalizadas a nivel de dispositivo con soporte completo para la interacción con anuncios (superposiciones clicables, banners complementarios, botones para omitir) que la inserción del lado del servidor no puede proporcionar.
¿Listo para Transformar su Negocio?
Hablemos sobre cómo podemos aplicar soluciones similares a sus desafíos.