GraphSummit Paris - The art of the possible with Graph Technology

Sudhir Hasbe
T he A rt of the
P ossib le w ith G ra p h
Chief Product Officer
Sudhir.hasbe@neo4j.com

Neo4j Inc. All rights reserved 2023
The world
is changing
2

THE WORLD IS CHANGING
Massive trends are
transforming
industries
3

4
Your business is
agile and dynamic

5
But data is locked in
columns & rows

6
You’re missing valuable
connections that are
hidden in the data

7
Data, meet Graph.
Model your data like your business,
with a connected view of dynamic relationships

8
Model Your Data Like Your Business
Suppliers &
Partners
Finance Customer
Network & Security
Infrastructure
Process
Product
Human Resources

9
Human Resources
Uncover Patterns in the Data
Suppliers &
Partners
Finance
Network & Security
Infrastructure
Process
Product
Customer
information
Payments
History
Customer • Recommendations
• Personalization
• Dynamic Pricing
• Intelligent Ads (Targeting)
• Customer Loyalty Programs
• Customer Offers
• Churn prevention

10
Suppliers &
Partners
Finance
Network & Security
Infrastructure
Process
Product
Customer
Employee
Skills
Roles
Human Resources
• Skills management
• Talent learning & development
• Career mgt
• Job search
• Orgs (who is who)

11
Human Resources
Suppliers &
Partners
Finance
Process
Product
Customer
Network & Security
Infrastructure
Assets
Access
patterns
Location
• Account/identity control
• Threat detection
• Adaptive & Intelligent access control
• Zero trust
• Reputation scoring

12
Human Resources
Suppliers &
Partners
Network & Security
Infrastructure
Process
Product
Customer
Transactions
Customer
Product
Finance
• Fraud detection
• Circular payments
• Anti-money laundering

13
Human Resources
Suppliers &
Partners
Finance
Process
Customer
Network & Security
Infrastructure
Inventory
Transactions
Reviews
Product
• Product pricing
• Product inventory
• Product recommendations
• New Product introductions
• Product Customizations

14
Human Resources
Network & Security
Infrastructure
Process
Product
Customer
Finance
Product
Supplier
Inventory
Suppliers &
Partners
• Route planning & optimization
• Risk Analysis
• Inventory planning
• Real-time shipment tracking

15
Human Resources
Suppliers &
Partners
Finance
Network & Security
Infrastructure
Product
Customer
Sales
Events
Activity
Resources
Process
• Bottleneck identification
• Process improvement
• Process monitoring
• Process automation

16
Connect Your Graphs to Drive Transformation
Suppliers &
Partners
Finance
Customer
Network & Security
Infrastructure
Process
Employees
Product
• Recommendations
• Personalization
• Dynamic Pricing
• Intelligent Ads (Targeting)
• Customer Loyalty Programs
• Customer Offers
• Churn prevention
• Product pricing
• Product inventory
• Product recommendations
• New Product introductions
• Product Customizations
• Account/identity control
• Threat detection
• Adaptive & Intelligent access control
• Zero trust
• Reputation scoring
• Route planning &
optimization
• Risk Analysis
• Inventory planning
• Real-time shipment
• Bottleneck identification
• Process improvement
• Process monitoring
• Process automation
• Skills management
• Talent learning & development
• Career mgt
• Job search
• Orgs (who is who)
• Fraud detection
• Circular payments
• Anti-money laundering

Uncovering knowledge from data drives innovation
17

Helping Solve the World’s Most Challenging
Problems Across Every Industry
Financial
Services
Telco Retail Manufacturing Life
Sciences
Technology Logistics Government
18

Unified Database:
Accelerating Insights to Knowledge
Intelligent Operational Systems Better Predictions for Analytics
Graph Transactions,
Storage & Querying
Graph Analytics, ML,
& Data Science

Index-free Adjacency = Lightning-Fast Queries
Relational Database Neo4j Graph Database
Data is connected
as it is stored
Lightning-fast retrieval of
data and relationships via
pointer chasing
20

We found Neo4j to be literally thousands of times
faster than our prior MySQL solution, with queries
that require 10-100 times less code.
- Dr. Volker Pacher, Senior Staff Architect at eBay

● Automated Upgrades
● Zero Maintenance
● Scalable and Elastic, On-Demand
● Enterprise-Grade Security
● High Availability
● Simple Pricing, Consumption-Based
● Procure through Aura Console or via
Cloud Marketplace
Focus on on Your app, not Infrastructure
22

Answer Most Critical Business Questions
What’s important? What’s unusual? What’s next?
23

24
Make Sense Of Data Relationships
70+ pretuned, parallelized algorithms Iterate fast with different data sets & models,
version trained models.
Bring the context of your connected data into
a format that other pipelines can ingest
The Largest Catalog of
Graph Algorithms
Native Graph Catalog and
Analytics Workspace
Graph Vector Embeddings
for Machine Learning
Uncover Relationships in the Data

Snowflake – Strategic Partnership
Goal: Create Graph Analytics as integrated offering in the Snowflake Data Cloud
25
Opportunity
● 9.4k+ enterprise customers worldwide use Snowflake
● Snowflake container service is strategic investment for
Snowflake to drive new use cases (GenAI, Graph Analytics etc)
● Neo4j to deliver Graph Analytics through Snowflake container
service
Benefits
● Integrated Governance with 0 ETL
● Access to more than 65 algorithms directly in Snowflake
environment
● Use familiar SQL for Snowflake users
Roadmap
● Timeline: Partnership announcement June 4th with MVP EAP,
GA Q4 2024
Neo4j Native
App
Announcing

Deployed a Neo4j-powered
digital twin of London's
intricate transport network,
enabling real-time incident
response to cut congestion
and drive significant
economic savings.
20%
Reduction in
total fraud
Application
decision
<2 sec
Applications
processed
per year
800K

Rise of Generative
AI

GenAI is predicted to boost global
GDP by 7% while doubling productivity
improvements over the next decade
TheNext Growth Engine
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 thing 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 thing about AI is its ability to learn from experience.

Hallucinates
Limited
input sizes
for
fine tuning
Lack
of enterprise
domain
knowledge
Inability
to verify
answers
Sensitive
to prompt (input)
phrasing
Ethical and
data bias
concerns
30
Limitations of GenAI

GenAI Needs Knowledge Graphs
LLMs
31
KGs +
Better Together
Knowledge
Facts
Context
Language
Statistics
Creativity

32
Impact Radar for
Generative AI

1
2
3
LLMs for Language Generation
RAG-based GenAI Applications
GenAI Use Cases
Knowledge Graph Construction and GraphRAG
33

1 LLMs for Language Generation
GenAI Use Cases
2
3
34

Generate
Personalized
Natural Language
Experiences
35

2
3
GenAI Use Cases
3 Knowledge Graph Construction and GraphRAG
36

Grounding With
Retrieval Augmented
Generation
(Graph-RAG)
37

Why can’t I just use standard vector
databases for knowledge lookup?

Vectors act as an
integration point
between geometric
and topological
worlds
40

3
GenAI Use Cases
2 RAG-based GenAI Applications
41

Historically, creating
a knowledge graph
from unstructured
text was difficult

Graph Builder uses
LangChain to simplify
Knowledge Graph
Creation from
unstructured data.

© 2023 Neo4j, Inc. All rights reserved. 44
Uncovering relationships in data drives breakthroughs
Cloud powers the future of connected data and applications
Knowledge graphs + generative AI enables intelligent apps

GraphSummit Paris - The art of the possible with Graph Technology

Recommended

Recommended

More Related Content

Similar to GraphSummit Paris - The art of the possible with Graph Technology

Similar to GraphSummit Paris - The art of the possible with Graph Technology (20)

More from Neo4j

More from Neo4j (20)

Recently uploaded

Recently uploaded (20)

GraphSummit Paris - The art of the possible with Graph Technology