THE PROBLEM
Forcing uncertainty into rigid schemas loses the plot.
OLD WAY
BI dashboards show KPIs and trends, reveal what, not why.
Surface-level metrics tell you what happened, but not what's driving it.
AI decisions are opaque
Black-box models make decisions without showing reasoning or sources
Human reviews outcomes, not causes
Teams are left validating results instead of understanding and improving them.
Context lost at ingestion
KNOWLEDGE MAP
Traceable Intelligence
Every node has a receipt - see the data source and the steps behind it.
JIT-Resolution
Resolve identities and details only when it matters - keeping the view clear and fast.
Navigation Handles
Click a node to instantly explore connected context, evidence, and insights.
Evidence preserved
WORKSHOP AGENDA
Building Knowledge Maps: Evidence-First Knowledge Graphs for Unstructured Data
May 5, 2026
3:30 – 5:00 PM
Hands-on Workshop (90 Min)
JIT-Resolution: From Symbolic Graphs to Contextual Intelligence for Trustworthy AI Reasoning
May 7, 2026
11:05 – 11:30 AM
Conference Talk - Technology (25 min)