Neo4j Inc. All rights reserved 2023
The Art of the
Possible with Graph
Neha Bajwa,
Vice President of Product Marketing, Neo4j
1
2
Your business is
agile and dynamic
3
But data is locked
in columns & rows
4
You’re missing valuable
connections that are
hidden in the data
Neo4j Inc. All rights reserved 2024
5
Data, meet Graph.
Model your data like your business,
with a connected view of dynamic relationships
Neo4j Inc. All rights reserved 2024
6
Model your data like your business
Suppliers &
Partners
Finance Customer
Network & Security
Infrastructure
Process
Product
Human Resources
Neo4j Inc. All rights reserved 2024
7
Human Resources
Uncover relationships 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
Neo4j Inc. All rights reserved 2024
8
Uncover relationships in the data
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)
Neo4j Inc. All rights reserved 2024
9
Human Resources
Uncover relationships in the data
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
Neo4j Inc. All rights reserved 2024
10
Human Resources
Uncover relationships in the data
Suppliers &
Partners
Network & Security
Infrastructure
Process
Product
Customer
Transactions
Customer
Product
Finance
• Fraud detection
• Circular payments
• Anti-money laundering
Neo4j Inc. All rights reserved 2024
11
Human Resources
Uncover relationships in the data
Suppliers &
Partners
Finance
Process
Customer
Network & Security
Infrastructure
Inventory
Transactions
Reviews
Product
• Product pricing
• Product inventory
• Product recommendations
• New Product introductions
• Product Customizations
Neo4j Inc. All rights reserved 2024
12
Human Resources
Uncover relationships in the data
Network & Security
Infrastructure
Process
Product
Customer
Finance
Product
Supplier
Inventory
Suppliers &
Partners
• Route planning & optimization
• Risk Analysis
• Inventory planning
• Real-time shipment tracking
Neo4j Inc. All rights reserved 2024
13
Human Resources
Uncover relationships in the data
Suppliers &
Partners
Finance
Network & Security
Infrastructure
Product
Customer
Sales
Events
Activity
Resources
Process
• Bottleneck identification
• Process improvement
• Process monitoring
• Process automation
Neo4j Inc. All rights reserved 2024
14
Connect the 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
tracking
•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
Neo4j Inc. All rights reserved 2024
15
What’s important? What’s unusual? What’s next?
Answer most critical business questions
Neo4j Inc. All rights reserved 2024
16
Power your connections with Neo4j
Available on all
three clouds
Highly
available with
zero
administration
Model, Store
and Query
with flexibility
and agility
Uncover
hidden
patterns and
relationships
Neo4j Inc. All rights reserved 2024
17
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
The Power of the Property Graph Model
Neo4j Inc. All rights reserved 2024
18
Relational Database Neo4j Graph Database
Data is connected
as it is stored
Lightning-fast retrieval of
data and relationships via
pointer chasing
Index-free adjacency = lightning-fast queries
Neo4j Inc. All rights reserved 2024
19
QUERY PERFORMANCE AS # OF JOINS INCREASE
Connectedness and Size of Data Set
Response
Time
Relational and
other NoSQL
databases
5+ hops
3+ degrees
Thousands of connections
0 to 2 hops
0 to 3 degrees
Few connections
Neo4j Inc. All rights reserved 2024
20
Neo4j sets the pace of innovation
Creator of the market category, Continued market leader
2023
Neo4j 5.0 large-scale
deployments, and enhanced
AI/ML integration
2007
Open-source
release
2009
First
production-ready
version
2013
Cypher query
language released
2015
Faster data access
introduced
2017
Distributed graph
databases introduced
2019
Neo4j Aura launched
(DBaaS)
2020
Neo4j Graph Data
Science launches
2024
ISO announces GQL
standard
Neo4j Inc. All rights reserved 2024
21
Neo4j: The best of breed, full graph stack
In memory graph
processing to
support AI/ML
workloads with
built in algos
Robust security, w.
SSO VPC peering,
fine grained RBAC,
regulatory
compliance incl
SOC2 Type2
Transactional
and analytical
workloads at
scale - non-trivial!
Transactions Analytics
Incredibly rich and
powerful tools and
integrations
Run anywhere
design -
on-premises,
self-hosted, GCP,
AWS, and Azure
Neo4j Inc. All rights reserved 2024
22
Built for complex use cases
Real-Time
Recommendations
Fraud
Detection
Network &
IT Operations
Master Data
Management
Identity & Access
Management
Risk &
Compliance
Neo4j Inc. All rights reserved 2024
23
GenAI is predicted to boost global
GDP by 7% while doubling productivity
improvements over the next decade
TheNext Growth Engine
Neo4j Inc. All rights reserved 2024
24
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.
Neo4j Inc. All rights reserved 2024
25
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
Limitations of GenAI
Gen AI need knowledge graphs
KGs
Neo4j Inc. All rights reserved 2024
LLMs
+
Better Together
Knowledge
Facts
Context
Language
Statistics
Creativity
27
Impact Radar for
Generative AI
Neo4j Inc. All rights reserved 2024
28
Your enterprise specific facts & context
Knowledge Graphs are essential for
Enterprise Gen AI implementations
Ground your answers to prevent hallucinations
Explainability for both quicker development & assurance
Neo4j Inc. All rights reserved 2024
29
Solving the world’s most challenging
problems across every industry
Financial
Services
Telco Retail Manufacturing Life
Sciences
Technology Logistics Government
20 / 20
Top US banks
3 / 5
Top Aircraft Manufacturers
7 / 10
Top Telcos
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
30 Neo4j Inc. All rights reserved 2024
Neo4j Inc. All rights reserved 2023
31
Easy implementation
“Best in a class, easy to
implement, and greatly
beneficial for our business.”
- Director, $3B-10B company
“Most human-friendly
Cypher dev language
with one of the best
integration capabilities”
Developer friendly
© 2023 Neo4j, Inc. All rights reserved.
How will you
transform your
organization?
© 2023 Neo4j, Inc. All rights reserved.
Enjoy
GraphSummit
Singapore
Follow us
@neo4j
34
Chapters on:
• Pattern detection
• Dependency
• Identity
• Semantic search
• Enrichment with GDS
• Graph native ML
Neo4j Inc. All rights reserved 2024

GraphSummit Singapore | The Art of the Possible with Graph - Q2 2024

  • 1.
    Neo4j Inc. Allrights reserved 2023 The Art of the Possible with Graph Neha Bajwa, Vice President of Product Marketing, Neo4j 1
  • 2.
  • 3.
    3 But data islocked in columns & rows
  • 4.
    4 You’re missing valuable connectionsthat are hidden in the data
  • 5.
    Neo4j Inc. Allrights reserved 2024 5 Data, meet Graph. Model your data like your business, with a connected view of dynamic relationships
  • 6.
    Neo4j Inc. Allrights reserved 2024 6 Model your data like your business Suppliers & Partners Finance Customer Network & Security Infrastructure Process Product Human Resources
  • 7.
    Neo4j Inc. Allrights reserved 2024 7 Human Resources Uncover relationships 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
  • 8.
    Neo4j Inc. Allrights reserved 2024 8 Uncover relationships in the data 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)
  • 9.
    Neo4j Inc. Allrights reserved 2024 9 Human Resources Uncover relationships in the data 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
  • 10.
    Neo4j Inc. Allrights reserved 2024 10 Human Resources Uncover relationships in the data Suppliers & Partners Network & Security Infrastructure Process Product Customer Transactions Customer Product Finance • Fraud detection • Circular payments • Anti-money laundering
  • 11.
    Neo4j Inc. Allrights reserved 2024 11 Human Resources Uncover relationships in the data Suppliers & Partners Finance Process Customer Network & Security Infrastructure Inventory Transactions Reviews Product • Product pricing • Product inventory • Product recommendations • New Product introductions • Product Customizations
  • 12.
    Neo4j Inc. Allrights reserved 2024 12 Human Resources Uncover relationships in the data Network & Security Infrastructure Process Product Customer Finance Product Supplier Inventory Suppliers & Partners • Route planning & optimization • Risk Analysis • Inventory planning • Real-time shipment tracking
  • 13.
    Neo4j Inc. Allrights reserved 2024 13 Human Resources Uncover relationships in the data Suppliers & Partners Finance Network & Security Infrastructure Product Customer Sales Events Activity Resources Process • Bottleneck identification • Process improvement • Process monitoring • Process automation
  • 14.
    Neo4j Inc. Allrights reserved 2024 14 Connect the 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 tracking •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
  • 15.
    Neo4j Inc. Allrights reserved 2024 15 What’s important? What’s unusual? What’s next? Answer most critical business questions
  • 16.
    Neo4j Inc. Allrights reserved 2024 16 Power your connections with Neo4j Available on all three clouds Highly available with zero administration Model, Store and Query with flexibility and agility Uncover hidden patterns and relationships
  • 17.
    Neo4j Inc. Allrights reserved 2024 17 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 The Power of the Property Graph Model
  • 18.
    Neo4j Inc. Allrights reserved 2024 18 Relational Database Neo4j Graph Database Data is connected as it is stored Lightning-fast retrieval of data and relationships via pointer chasing Index-free adjacency = lightning-fast queries
  • 19.
    Neo4j Inc. Allrights reserved 2024 19 QUERY PERFORMANCE AS # OF JOINS INCREASE Connectedness and Size of Data Set Response Time Relational and other NoSQL databases 5+ hops 3+ degrees Thousands of connections 0 to 2 hops 0 to 3 degrees Few connections
  • 20.
    Neo4j Inc. Allrights reserved 2024 20 Neo4j sets the pace of innovation Creator of the market category, Continued market leader 2023 Neo4j 5.0 large-scale deployments, and enhanced AI/ML integration 2007 Open-source release 2009 First production-ready version 2013 Cypher query language released 2015 Faster data access introduced 2017 Distributed graph databases introduced 2019 Neo4j Aura launched (DBaaS) 2020 Neo4j Graph Data Science launches 2024 ISO announces GQL standard
  • 21.
    Neo4j Inc. Allrights reserved 2024 21 Neo4j: The best of breed, full graph stack In memory graph processing to support AI/ML workloads with built in algos Robust security, w. SSO VPC peering, fine grained RBAC, regulatory compliance incl SOC2 Type2 Transactional and analytical workloads at scale - non-trivial! Transactions Analytics Incredibly rich and powerful tools and integrations Run anywhere design - on-premises, self-hosted, GCP, AWS, and Azure
  • 22.
    Neo4j Inc. Allrights reserved 2024 22 Built for complex use cases Real-Time Recommendations Fraud Detection Network & IT Operations Master Data Management Identity & Access Management Risk & Compliance
  • 23.
    Neo4j Inc. Allrights reserved 2024 23 GenAI is predicted to boost global GDP by 7% while doubling productivity improvements over the next decade TheNext Growth Engine
  • 24.
    Neo4j Inc. Allrights reserved 2024 24 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.
  • 25.
    Neo4j Inc. Allrights reserved 2024 25 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 Limitations of GenAI
  • 26.
    Gen AI needknowledge graphs KGs Neo4j Inc. All rights reserved 2024 LLMs + Better Together Knowledge Facts Context Language Statistics Creativity
  • 27.
  • 28.
    Neo4j Inc. Allrights reserved 2024 28 Your enterprise specific facts & context Knowledge Graphs are essential for Enterprise Gen AI implementations Ground your answers to prevent hallucinations Explainability for both quicker development & assurance
  • 29.
    Neo4j Inc. Allrights reserved 2024 29 Solving the world’s most challenging problems across every industry Financial Services Telco Retail Manufacturing Life Sciences Technology Logistics Government
  • 30.
    20 / 20 TopUS banks 3 / 5 Top Aircraft Manufacturers 7 / 10 Top Telcos 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 30 Neo4j Inc. All rights reserved 2024
  • 31.
    Neo4j Inc. Allrights reserved 2023 31 Easy implementation “Best in a class, easy to implement, and greatly beneficial for our business.” - Director, $3B-10B company “Most human-friendly Cypher dev language with one of the best integration capabilities” Developer friendly
  • 32.
    © 2023 Neo4j,Inc. All rights reserved. How will you transform your organization?
  • 33.
    © 2023 Neo4j,Inc. All rights reserved. Enjoy GraphSummit Singapore Follow us @neo4j
  • 34.
    34 Chapters on: • Patterndetection • Dependency • Identity • Semantic search • Enrichment with GDS • Graph native ML
  • 35.
    Neo4j Inc. Allrights reserved 2024