Floating Cubes

Problem

Knowledge Graph intelligence not accessible to business users

Business intelligence is encoded into the knowledge graph, but business users are unable to query, extract, or explore this intelligence.

Solved by these Interventions

Integrate a Large Language Model (LLM) AI with a Knowledge Graph

Connect a Large Language Model AI service with a knowledge graph so that the information source is scoped and accurate. This provides a reliable information repository for using the LLM in a specific business area.

Technologies used

Machine Learning (ML)

Large Language Model (LLM) AI

Retrieval-Augmented Generation (RAG) with LLMs

Knowledge Graphs

Integrate ChatGPT with a Knowledge Graph

Integrate the popular LLM AI "ChatGPT" with a Knowledge Graph, so that an organization can use its own scoped and structured knowledge to provide the reference information for the AI.

Technologies used

Machine Learning (ML)

Large Language Model (LLM) AI

KGaaS - Knowledge Graph as a Service

ChatGPT - the LLM AI Product by OpenAI

Knowledge Graphs

Improved by these Interventions

Deploy a RAG LLM stack with a Knowledge Graph

Use a Knowledge Graph as the source for information retrieval to provide the LLM with correct, scoped, and contextual information.

Technologies used

Machine Learning (ML)

Artificial Intelligence (AI)

Large Language Model (LLM) AI

Retrieval-Augmented Generation (RAG) with LLMs

Prevented by these Capabilities

AI services that enrich unstructured media with Knowledge Graph data

A business has services in place that automatically attach structured metadata conforming to a knowledge graph model to unstructured media. This might be archive media, live intelligence streaming from the web, confidential data, and more.

Inhibits these Capabilities

Ability to view realtime actionable intelligence

Data Language regularly delivers the capability for staff, partners, and all business users to use live, real-time intelligence data.

Leads to these Problems

Subject Matter Experts cannot visually explore core business data