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  • November 11, 2026
  • By Marydee Ojala Editor in Chief, KMWorld; Conference Program Director, Information Today, Inc.
  • Features

KMWorld Leader Group for 2026: The KM Leaders Circle

KNOWLEDGE GRAPHS

Knowledge graphs represent data as interconnected concepts, entities, events, and relationships to provide a comprehensive view of information, enabling organizations to uncover new insights, patterns,
and trends.

♦ Winner: Graphwise

• Amazon Neptune
• Empolis  
• Enterprise Knowledge
• Franz
• Neo4j
• Squirro
• Stardog
• TigerGraph
• TopQudrant


KNOWLEDGE MANAGEMENT

Knowledge management (KM) relies on people, processes, and technology to capture, create, organize, share, and utilize its collective knowledge to improve decision making, innovation, and productivity.

♦ Winner: KMS Lighthouse

• Access Innovations
• Bloomfire
• Earley Information Science
• eGain
• Guru
• LumApps
• Shelf
• Stravito
• Upland RightAnswers


RAG SOLUTIONS

Retrieval-augmented generation (RAG) is the process of optimizing the output of a large language model (LLM), so it references an authoritative knowledgebase outside of its training data sources before generating a response.

♦ Winner: Shelf

• Coveo
• Databricks
• Elastic

• Franz
• Glean 
• Graphwise
• Progress Software
• Sinequa
• Squirro


SEMANTIC LAYERS

A semantic layer creates a single source of truth that empowers both human users and AI applications to understand, access, and analyze information without needing deep technical expertise.

♦ Winner: Cube

• AtScale
• dbt Labs
• Denodo
• Dremio
• Enterprise Knowledge
• Google Looker

• Graphwise
• Microsoft Power BI  
• ThoughtSpot

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