BT & Neo4j _ How Knowledge Graphs help BT deliver Digital Transformation.pptx
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25 slides
May 16, 2024
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About This Presentation
Delivered by Sreenath Gopalakrishna, Director of Software Engineering at BT, and Dr Jim Webber, Chief Scientist at Neo4j, at Gartner Data & Analytics Summit London 2024 this presentation examines how knowledge graphs and GenAI combine in real-world solutions.
BT Group has used the Neo4j Graph D...
Delivered by Sreenath Gopalakrishna, Director of Software Engineering at BT, and Dr Jim Webber, Chief Scientist at Neo4j, at Gartner Data & Analytics Summit London 2024 this presentation examines how knowledge graphs and GenAI combine in real-world solutions.
BT Group has used the Neo4j Graph Database to enable impressive digital transformation programs over the last 6 years. By re-imagining their operational support systems to adopt self-serve and data lead principles they have substantially reduced the number of applications and complexity of their operations. The result has been a substantial reduction in risk and costs while improving time to value, innovation, and process automation. Future innovation plans include the exploration of uses of EKG + Generative AI.
Size: 9.31 MB
Language: en
Added: May 16, 2024
Slides: 25 pages
Slide Content
Knowledge Graphs for Critical Enterprise Systems How knowledge graphs and GenAI combine in real-world solutions Sreenath Gopalakrishna Director of Software Engineering, BT Dr. Jim Webber Chief Scientist, Neo4j
Introduction to Knowledge Graphs Networks everywhere! Evolution of SRIMS Generative AI as a system component Competitive advantage Agenda Neo4j Inc. All rights reserved 2024 ‹#›
Knowledge Graphs are cool. Let me show you around Neo4j Inc. All rights reserved 2024 ‹#›
It’s Not What You Know Neo4j Inc. All rights reserved 2024 ‹#›
It’s Who You Know Neo4j Inc. All rights reserved 2024 ‹#›
And where they are Neo4j Inc. All rights reserved 2024 ‹#›
Higher Pay and More Promotions People Near Structural Holes Organizational Misfits Network Structure is Highly Predictive Photo by Helena Lopes on Unsplash “Organizational Misfits and the Origins of Brokerage in Intrafirm Networks” A. Kleinbaum “Structural Holes and Good Ideas” R. Burt ‹#›
Relationships are the strongest predictors of behavior But You Can’t Analyse What You Can’t See Christakis & Fowler Neo4j Inc. All rights reserved 2024 ‹#› Most data disciplines ignore relationships It’s painful to manually engineer connected features from tabular data Graphs are built on relationships, so… You don’t have to guess at the associations With graphs, relationships are built in
Node Represents an entity in the graph with optional label Relationship Connect nodes to each other Property Describes a node or relationship: e.g. name, age, weight etc Graph Modeling is Straightforward MICA ANDRE Name: “Andre” Born: May 29, 1970 Twitter: “@andre29” Name: “Mica” Born: Dec 5, 1975 CAR Brand “Volvo” Model: “V70” Since: Jan 10, 2011 OWNS Neo4j Inc. All rights reserved 2024 ‹#› BROTHER SISTER DRIVES
Index-Free Adjacency: Fast, Flexible, Scalable Relational Database Person Person-Friend Friend Native Graph Database At write time Data is . connected . as it is stored At read time . Lightning-fast . retrieval of data and relationships via pointer chasing Neo4j Inc. All rights reserved 2024 ‹#›
These simple blocks are all you need Neo4j Inc. All rights reserved 2024 ‹#› Nodes& Labels& Relationships& Properties
Knowledge Graphs Help BT Group Deliver Digital Transformation Sreenath Gopalakrishna, Director of Software Engineering BT Group
BT Group OSS Division: We develop the strategies and platforms that help modernise BT Groups’s infrastructure, driving convergence and automation. ‹#› BT Group |
The traditional network equipment deployment approaches left a legacy of complexity and risk Multiple applications for each network technology Multiple vendors High maintenance costs Complex Application Integrations Our challenge dimensions ‹#› Duplication Closed Platforms Siloed Data Complexity BT Group |
Our objectives were to create a platform that addressed these fundamental capabilities: The Proposed Solution - SRIMS Self-Service framework for our network engineering teams Accessible digital twin platform Real-time single source of truth
Benefits of a Graph Database Approach Consolidation of siloed data Easy to extend and adapt Provides a single view of customers, inventory and fault information Model physical and virtual environments Increased efficiency and performance Reduced Total Cost of Ownership
50,000 Product availability check requests per day It handles tens of thousands of product availability checks requests, each with strict SLAs. 3,000 Users With peak time concurrency regularly passing 1500. Significant savings per day Financial losses resulting from the inability to transact and process orders due to product non-availability. The business-critical nature of the project is reflected in the numbers: What did we achieve? 5,000+ Order progress requests per hour SRIMS performs service design and provisioning for various products. ‹#› Measurable Gains: 65% reduction in OSS Apps, reduced time to deploy new capabilities, modernised processes and improved innovation culture. BT Group |
Future Innovations The future is positive for SRIMS both within BT Group and in the wider Telco Industry. BT Group are now supplying the SRIMS platform via a partner to other Telecom Service Providers. We are now exploring the use of Enterprise Knowledge Graphs + LLMs in a RAG architecture to provide intelligent searching of information to enable faster business decisions. ‹#› BT Group PowerPoint |
BT’s Asset Knowledge Graph Neo4j Inc. All rights reserved 2024 ‹#› https://go.neo4j.com/rs/710-RRC-335/images/BT_SRIMS_Whitepaper.pdf
Are graphs for me? Neo4j Inc. All rights reserved 2024 ‹#›
The Fastest Growing Database Category For 10 Years Neo4j Inc. All rights reserved 2024 ‹#›
ISO SQL, meet ISO GQL Neo4j Inc. All rights reserved 2024 ‹#›
The future is graph
The future is graph Rethink what’s possible. Start building
Thank you for listening Sreenath Gopalakrishna Director of Software Engineering, BT Dr. Jim Webber Chief Scientist, Neo4j Come talk to us at Neo4j Booth #324