Visualize your vector topology, configure refinement rules, and test retrieval quality — all from one unified control surface. Full access requires a whitelisted account.
Explore your vector space in real-time. Redundant nodes pulse red; pruned nodes fade; re-linked nodes glow with new connections.
Configure how NodeRefine processes your vector space. Toggle strategies on or off to suit your use case.
Automatically removes low-frequency, low-similarity orphan nodes that contribute no meaningful retrieval value. Runs in the background without interrupting live queries.
When two document versions conflict, the AI arbitration engine determines the most authoritative or most recent node and promotes it, demoting the outdated variant to archive.
Identifies chunks with >90% semantic overlap via cross-encoder scoring, then merges them into a single enriched node that carries the combined context weight.
Builds logical dependency edges between semantically adjacent nodes, creating a navigable knowledge graph that LLMs can traverse for richer context assembly.
Test retrieval quality before and after refinement. Paste a query and compare the raw vs. refined results side by side.
The Lab console is available to whitelisted users. Request access and start refining your vector pipeline within 24 hours.