How HerConnect Works
One graph. Four capabilities. One AI chatbot. Zero compromises on privacy.
Explore the architecture, follow the 13-prompt build guide, or clone the repo and get running in minutes.
89%
Match accuracy
AI Mentorship
Graph-traversal mentor matching with multi-factor scoring across skill overlap, seniority gap, vector similarity, and cross-team exposure.
3.2x
Faster re-onboarding
Leave Transitions
RAG-powered handover generation, SPOF detection, stakeholder comms drafting, and 30/60/90-day pulse surveys for reintegration.
0
Location data stored
Safety Buddy
Privacy-first commute pairing with zero GPS storage. Time overlap, corridor matching, trust lists, and ephemeral 24h chat.
85%
Weekly engagement
Peer Pods
Fairness-aware micro-community clustering with AIF360 bias auditing, AI weekly prompts, and k-anonymous sentiment insights.
AI Prompts Build Guide
13 detailed prompts across 5 phases. Each includes the exact AI prompt, implementation steps, API endpoints, architecture notes, and expected results.
Clone & Run Locally
8-step setup: prerequisites, Docker Compose for all databases, backend + frontend config, seed data, and demo credentials.
Under the Hood
Neo4j Work Graph
50 employees, 30 skills, 15 roles with career progression chains
Milvus Vector Store
7 collections with HNSW indexing for semantic search across capabilities
AI Chatbot
8-tool function-calling agent with GPT-4o and conversation memory
Privacy by Design
Differential privacy, k-anonymity, ephemeral messaging, opt-in everything
Tech Stack
Built by Team DoxDivas for Nextern IWD 2026