Gather
Acquire the changing world.
We continuously gather from websites, documents, databases, feeds, and search systems. Every observation enters with its source, time, and collection context intact.
The System
Knowledge should improve before the
next question.
KOR maintains a living knowledge core. New evidence changes the record, tests change confidence, and priority changes with the world.
The Evidence Loop
Five operations. One cumulative asset.
Most research tools begin when a question is asked and end when an answer is delivered. Our loop runs continuously. Each pass makes the underlying knowledge more useful for every question after it.
Organize
Turn sources into claims.
We resolve entities, events, claims, and relationships into one structured core. Documents remain evidence; they are not mistaken for the knowledge itself.
Refine
Make the record more coherent.
Language models and deterministic systems connect related facts, merge duplicates, split mixed assertions, expose contradictions, and identify missing evidence.
Test
Let claims meet reality.
Where a claim can be simulated, reproduced, backtested, or checked against later outcomes, we record the assumptions, result, and resulting change in confidence.
Prioritize
Explain what matters now.
We rank knowledge by importance, urgency, uncertainty, affected parties, and time horizon—and preserve the reason every priority changes.
What Persists
The knowledge carries its receipts.
A fluent answer is easy to generate. A record that can explain what it knows, why it believes it, and when that changed is the harder—and more valuable—product.
Claim graph
Entities, events, claims, and relationships—resolved across sources instead of trapped in documents.
Evidence history
Sources, timestamps, contradictions, corrections, and confidence changes remain inspectable.
Priority state
Importance, urgency, uncertainty, affected parties, and time horizon travel with the knowledge.
Delivery
The core is the product.
APIs, agents, and interfaces are delivery layers. The durable value is the reconciled knowledge and the history of how it earned confidence.
Knowledge Core
A maintained record, not a pile of documents.
A source-linked claim graph scoped to a consequential domain, continuously updated as evidence changes.
Private Preview
Priority Briefs
What changed, why it matters, and what to do next.
Ranked developments with their evidence, uncertainty, downstream implications, and reasons for moving now.
Research Partnership
Private Cores
Your internal record, connected to the world.
Permission-aware organizational knowledge reconciled with external evidence without polluting the shared core.
Private Preview
Research Partners
Give the loop a hard problem.
We want domains with fragmented evidence, measurable outcomes, and decisions important enough to demand a better record.