RUMI - AI-Powered Professional Networking Platform - Jasmeet Si… by Jasmeet SinghRUMI - AI-Powered Professional Networking Platform - Jasmeet Si… by Jasmeet Singh

RUMI - AI-Powered Professional Networking Platform - Jasmeet Si…

Jasmeet Singh

Jasmeet Singh

Users spend hours manually searching for people with specific expertise or services, and there's no intelligent way to discover connections beyond keyword matching. The networking process is time-consuming, lacks context awareness, and doesn't leverage AI to understand user intent and preferences.

The Solution

Built an AI-powered networking platform that uses natural language processing and semantic embeddings to understand user profiles and preferences at a deeper level. The system extracts meaningful attributes from resumes using Google Gemini AI, creates vector embeddings for semantic search, and uses a hybrid matching algorithm that combines semantic similarity with weighted boosts for shared attributes.

Implementation Details

RUMI is a comprehensive AI-driven networking platform that revolutionizes how professionals connect. The system uses Google Gemini AI to analyze user profiles from resumes, extracting skills, industries, interests, and personality traits. It employs a hybrid matching algorithm combining semantic similarity (Sentence Transformers embeddings) with weighted boosts for shared skills, industries, and location. The platform features an interactive AI chat interface where users describe who they're looking for, and the AI asks clarifying questions before finding matches.
Successfully built a production-ready AI networking platform with intelligent matching that goes beyond keyword search. The system can extract meaningful attributes from resumes, understand user intent through conversational AI, and provide contextually relevant matches. Real-time messaging and notifications enable seamless communication. The hybrid matching algorithm provides more accurate results than pure semantic search or pure attribute matching alone. The platform is deployed on Google Cloud Run (backend) and Netlify (frontend) with proper CI/CD pipelines.
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Posted Dec 21, 2025

RUMI is a comprehensive AI-driven networking platform that revolutionizes how professionals connect. The system uses Google Gemini AI to analyze user profiles …