Expert discovery that feels built for serious research.
Search the expert graph, inspect why each person matched, and move from broad research intent to a usable shortlist without losing context.
Telemetry & Performance HUD
ExpertIQ Node Engine
PostgreSQL Pool
Active / Connected
ChromaDB Vectors
50 Expert Profiles
LangSmith tracing
Active (Endpoint ok)
50
seed experts
3
retrieval layers
JWT
protected access
Built like a research console
Every layer is visible enough to trust, but quiet enough to keep the workflow fast.
Semantic Search
384-dimensional vector embeddings find experts by meaning, not keywords. Powered by sentence-transformers.
Knowledge Graph
Multi-hop graph traversal discovers contextually adjacent experts through company, industry, and topic relationships.
AI Re-ranking
LLM agent scores every candidate 1-10 with detailed reasoning and generates executive summaries.