Emil Eifrem at GraphSummit Copenhagen 2024 - The Art of the Possible.pptx

Neo4j Inc. All rights reserved 2023
The Art of the
Possible With Graph
Emil Eifrem, Founder & CEO

Neo4j Inc. All rights reserved 2023 2
16 years
ago across
the Øresund

3
Introducing
a new
“NetBase”

Because
relationships
are everywhere

Graph creates a
more intuitive,
connected view of data.
Simple but powerful
5

6
Employee City
Company
Nodes represent
objects (nouns)
Relationships are directional
Relationships connect nodes
are represent actions (verbs)
Relationships can have
properties (name/value pairs)
Nodes can have
properties
(name/value pairs)
name: Amy Peters
date_of_birth: 1984-03-01
employee_ID: 1
:HAS_CEO
start_date: 2008-01-20
:LOCATED_IN

Uncovering patterns in data
enables insights and knowledge
+
Relationships
+
Domain
Terminology
7
Data Graph Knowledge Graph
Dynamic context
Raw facts and figures Deep dynamic context

So you can answer the most critical questions
What’s important? What’s unusual? What’s next?
8

9
x360
Fraud Detection
Real-Time
Recommendations
Network & IT
Management
Supply Chain
Management
Digital Twin
Identity & Access
Management
Cyber Security

10
20 / 20
Top US banks
3 / 5
Top Aircraft Manufacturers
3 / 5
Top Hotel Groups
8 / 10
Top Insurance Companies
10 /10
Top Automakers
7 / 10
Top Retailers
5 / 5
Top Pharmaceuticals
Trusted by
75 of the

We’re helping solve the world’s most challenging
problems across every industry
11
Financial
Services
Telco Retail Manufacturing Life
Sciences
Technology Logistics Governmen
t

Let's add some interactivity to this thang!
<EARLY MORNING BREAK>
12

M'kay, we're back from our regularly
scheduled break...
Let's Talk About GenAI!
27

28

The best thing,
The best thing about,
The best thing about AI,
The best thing about AI is,
The best thing about AI is its,
The best things about AI is its ability,
The best thing about AI is its ability to,
The best thing about AI is its ability to learn,
The best thing about AI is its ability to learn from,
The best things about AI is its ability to learn from experience.
The best thing,
The best thing,
The best thing,
The best thing,

If LLMs
are trained
on natural
language alone,
is that enough
?

What if
computers
could relate
concepts
in the same
way our
brains do
?

They can.
Using a
Knowledge
Graph!

LLMs and Knowledge Graphs = Perfect Match!
KGs
36
LLMs +
Better Together
Knowledge
Facts
Context
Language
Statistics
Creativity

LLMs and Knowledge Graphs = Perfect Match!
37
LLM
View of the World
Knowledge Graph & Human
View of the World

How? Using GraphRAG!
38
Opportunity
Your Application
Embedding
Generator
“Q”
“E”
2
Knowledge Graph
With Vector
Support
Vector
search
for “E”
Relevant
Documents
and Context
3
User
1
Q: What…?
LLM
Documents
and Context
Summary
4
+ “Q”
5
A: Application
Answers
“A”

Graphs Improve the
Accuracy of LLMs by 3x!
40
Ben Lorica’s blog
AI thought leader and organizer of the AI Conference, Ray
Summit, and the Data+AI Summit
RAG Application enriched with a Knowledge Graph
The Future of AI is Graphical
Knowledge graphs significantly enhance RAG models by
providing more context and structure than metadata alone.
KGs allow you to blend vector-based and graph-based
semantic search, which can lead to more accurate and
informative results.

Conversational
knowledge base
available to 250+
departments
Sales, support, and
technical docs with LLM
+ Vector + Graph
Problem diagnosis
Reduce MTTR using
graph + vector search
across technical &
support docs
Supply-chain risk &
provenance
Conversational AI
interface atop entity
& component
knowledge graph
Real-World KG & GenAI Breakthroughs
Already Deployed in Production by Major Enterprises
Hyper personalization
GenAI-written email
offers built up from
customer knowledge
graph + history + other
context
43 Neo4j Inc. All rights reserved 2024

Emil Eifrem at GraphSummit Copenhagen 2024 - The Art of the Possible.pptx

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