MentorMatch AI - Real-time mentor-mentee matching with Redis 8
Introducing MentorMatch AI, a Tinder-style platform for mentorship designed for recent graduates and professionals looking for the ideal mentor or mentee immediately, without endless scrolling or cold messages that never get a response
How MentorMatch AI works: the platform uses artificial intelligence to analyze skills, knowledge gaps, and learning goals, converts those profiles into embeddings, and performs vector searches in Redis in milliseconds, delivering relevant matches instantly. It also records activity, feedback, and progress in real time to continuously improve recommendations
Redis 8 usage in the solution: 1 RedisJSON manages complete profiles with skills, experience, achievements, and goals 2 Vector similarity search converts skills and goals into embeddings using Hugging Face models and Redis Vector Search for instant matches 3 RediSearch enables advanced filters by technologies, experience, and availability 4 Pub/Sub streams match notifications and live chats without refreshing 5 TimeSeries monitors mentorship sessions, activity, and ratings to prioritize active mentors
Benefits: matches in under 100 ms, contextualized matches by skills and goals, personalized learning, real-time tracking, and instant notifications that make the experience effective and engaging
Interface features: real-time match view, skills gap analysis with AI-generated learning paths, user history and profile with progress metrics, and a live notification feed that keeps mentors and mentees connected
Demo and source code: demonstration video available at https://youtu.be/uuSMz957WTo and source code on GitHub https://github.com/newcoder789/MentorMatch_AI/tree/master
About Q2BSTUDIO: Q2BSTUDIO is a software development company specialized in custom applications and custom software, offering comprehensive solutions in artificial intelligence, cybersecurity, and AWS and Azure cloud services. Our team develops AI projects for companies, implements AI agents, integrates Power BI for business intelligence, and designs secure and scalable architectures
Featured services from Q2BSTUDIO: custom application development, custom software, artificial intelligence (AI) for companies, AI agents, cybersecurity, AWS and Azure cloud services, business intelligence services, and Power BI integration for advanced visualization and analytics
Why choose us: we combine expertise in AI and vector search with cybersecurity practices and deployment on AWS and Azure cloud services to deliver robust, results-driven solutions. If you are looking for a mentorship platform or want to integrate artificial intelligence and Power BI into your company, contact Q2BSTUDIO
Final note: I built MentorMatch AI because mentorship should not be a slow, manual process—it deserves to be dynamic, intelligent, and fast. If you want to try the demo, review the code, or explore custom services in artificial intelligence, cybersecurity, cloud solutions, or business intelligence, contact us at Q2BSTUDIO—we will be happy to help you
