Problem

LLM / GPT AI is not trained on complete, accurate information

An AI is only as good as its source of information and its training. If this is not in place for the subject matter in question, it is a serious problem.

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

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

GraphRAG

Machine Learning (ML)

Artificial Intelligence (AI)

Large Language Model (LLM) AI

Retrieval-Augmented Generation (RAG) with LLMs

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

Prevented by these Capabilities

Knowledge Graph intelligence available via LLM AI interfaces

The ability to power AI-driven intelligence interfaces using Large Language Model (LLM) AI. This capability enables business users, partners, and apps to interface with natural language query interfaces, and generative media interfaces to get intelligent insights from the Knowledge Graph.

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.

Strong information governance

Leads to these Problems

LLM / GPT AI hallucinates incorrect information