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1
Copyright © 2023 LEGOAI. All rights reserved.
LEGOAI Introduction
2
Copyright © 2023 LEGOAI. All rights reserved.
Heterogenous &
Siloed Data
AI augmented semantic
data model
Missing business
context
AI generated Business
Glossary
Dependency on
tech teams
AI guided data
discovery
Lack of transparency
on ROI
Data
Monetization
90% faster data
readiness
50% higher
adoption
70% faster execution
of use cases
Quantified
impact
What?
How?
Why?
Problems we solve
Our Approach
Choose LEGOAI
Problem > Solution > Value
3
Copyright © 2023 LEGOAI. All rights reserved.
Files
Bronze Silver Gold
Machine
Learning
BI/ Enterprise
Web Apps
Sources Data Management Consumption
Sync
Workflow
Replication
Ingestion
Curate Model Transform
How?
Who?
What data teams have been traditionally doing…
Data Modeler
Data Steward
Data Engineer
Data/Biz Analyst Viz Engineer Data Scientist
4
Copyright © 2023 LEGOAI. All rights reserved.
Amazon S3 Azure Data Lake Google Cloud Storage Other Databases…
Data Processing Engine
Data Sources
AI for Data Modernization – Need of the hour to achieve agility
AI augmenting data & analytics teams to “Shift-Left”
the data ownership responsibilities and
democratizing data products across the organisation.
Data Modeler
Data Steward
Data Engineer
Data/Biz Analyst Viz Engineer
Data Scientist
Data Product Studio Data Consumer Hub
Semantic Query Engine
5
Copyright © 2023 LEGOAI. All rights reserved.
Data Contracts Infra-as-code
Business Glossary
Data ontologies
Data Quality Recipes
OLTP Data Lakes
Data WH Files
Event Streams SaaS Apps
Data
Warehouse
Machine
Learning
Data
Marketplace
BI/ Enterprise
Web Apps
Mobile
Applications
- AI Augmented Data Product Studio
Producers Consumers
6
Copyright © 2023 LEGOAI. All rights reserved.
Add to Cart
Observability
Search &
Explore
Customize
Checkout
- AI Augmented Data Consumer Hub
Enriched search results driven
by generated business
glossaries
Add new attributes, merge
multiple data products to form a
new one.
Infrastructure provisioned
based on consumption pattern
and defined SLAs.
7
Copyright © 2023 LEGOAI. All rights reserved.
Platform Architecture
Compatible Infra
8
Copyright © 2023 LEGOAI. All rights reserved.
AI Led Transformation Use Case
9
Copyright © 2023 LEGOAI. All rights reserved.
Data Systems
CRM ERP Support Product MDM Customer MDM Credit Bureau Ratings DnB /Nielsen
Source Systems
DL / DW
External/3rd
Party
Sales Mkting Finance CX Credit Risk
Source Domains Consumer Domains
Data Domains
DQ Recipes Data Contracts
Semantic model
Infra Config
Transformation
Knowledge Graph
Domains & Ontologies
Foundational
Enterprise
CX Credit Risk
Data Products
Search, Glossary, Access
Data ML Viz
Data Lineage Data Observability
Federated Governance
Data Product Marketplace
Model Development Model Experimentation Model Training Model Deployment
Model Validation
Pipelines
Feature Store Model Repo Eval Report
AI Workbench
AI Use Cases
Digital Onboarding Intelligent Operations Fraud Detection Optimization
Ability
to
Drive
Impact
Purpose built
AI use cases
AI driven decision making
& business Impact
Scalable AI operations and
orchestration
Democratization of Data
Self Serve and governed
data products
Semantic Data Models
serves as single version of
truth across org
Data silos spread across
variety of data systems
and platforms
Digital Enterprises needs Agile Data Strategy to drive AI Led Transformation
10
Copyright © 2023 LEGOAI. All rights reserved.
SCM
Marketing Ops Sales Ops
Services
Customer Experience
Domain Oriented self-serve “Data Products” to drive Scalability and Reusability in a Mesh
Discoverable
Scalable
Self-Serve
Trustworthy
Interoperable
Federated
Governance
Governance
Foundational Data Product
Enterprise Data Product
Consumers
Sources
Federated Execution
Metadata Acquisition
Observability
Search & Exploration
Customize/Configure
Global Governance Policies
Business Glossary
Semantic Data Models
Data Quality Policies
Data Contracts
Infrastructure Configuration
API Serving
11
Copyright © 2023 LEGOAI. All rights reserved.
About US
12
Copyright © 2023 LEGOAI. All rights reserved.
“We all know the importance of Data in AI missions. It’s
time we get AI to scale modern Data Strategies.”
Our motivation and Inception of this journey…
Prinkan Pal, CEO Jaskaran Singh, CAIO Pradeep Patil, CTO Manan Pachnanda, CPO/COO
Data & AI Innovation Leader in
Analytics Industry. Built global
businesses around Enterprise AI
Platforms
Data Scientist, AI/ML COE Leader.
NLP/ CV Practitioner &
Community Leader. Gen AI
Researcher
AI/ML Engineering Leader. AI
Systems Architect. FOSS Enthusiast
and Community Leader.
Management Consulting, Data &
AI Strategy Consulting Lead. CIO
& CDO Advisory.
13
Copyright © 2023 LEGOAI. All rights reserved.
Weave your AI dreams
to reality.
We harness natural intelligence
of humans and augment using
technology to make the world a
better place.
Our Vision
AI for Data Modernization
AI Experience Design AI – as – a - Product
AI Governance
Current Focus
14
Copyright © 2023 LEGOAI. All rights reserved.
Where are we today?
OntoQL
Semantic Query Engine
OntoCraft
Data Product Studio
Smart Insights Generator
OntoSphere
Data Product Marketplace
Smart Data Grid Studio
AI Product Studio AI Product Marketplace
AI Discovery and Design Canvas Ideation.
Still brewing!
Alpha Release.
Needs some time
Beta Release.
Ready to Pilot
Stable Release.
Production Ready
Change
Metadata
Capture
&
XOPS
AI
System
Observability
Decision
Orchestration
AI
Assisted
AI
System
Control
Panel
15
Copyright © 2023 LEGOAI. All rights reserved.
Our Values
Human-AI Collaboration
Agile Innovation
Customer Centricity
Sustainable AI Engineering
16
Copyright © 2023 LEGOAI. All rights reserved.
contactus@legoai.com
+918884321107
91springboard, 512/10, Outer Ring Rd,
Mahadevapura, Bengaluru 560048, India
Thank You!
www.legoai.com

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LEGOAI Introduction.pdf

  • 1. 1 Copyright © 2023 LEGOAI. All rights reserved. LEGOAI Introduction
  • 2. 2 Copyright © 2023 LEGOAI. All rights reserved. Heterogenous & Siloed Data AI augmented semantic data model Missing business context AI generated Business Glossary Dependency on tech teams AI guided data discovery Lack of transparency on ROI Data Monetization 90% faster data readiness 50% higher adoption 70% faster execution of use cases Quantified impact What? How? Why? Problems we solve Our Approach Choose LEGOAI Problem > Solution > Value
  • 3. 3 Copyright © 2023 LEGOAI. All rights reserved. Files Bronze Silver Gold Machine Learning BI/ Enterprise Web Apps Sources Data Management Consumption Sync Workflow Replication Ingestion Curate Model Transform How? Who? What data teams have been traditionally doing… Data Modeler Data Steward Data Engineer Data/Biz Analyst Viz Engineer Data Scientist
  • 4. 4 Copyright © 2023 LEGOAI. All rights reserved. Amazon S3 Azure Data Lake Google Cloud Storage Other Databases… Data Processing Engine Data Sources AI for Data Modernization – Need of the hour to achieve agility AI augmenting data & analytics teams to “Shift-Left” the data ownership responsibilities and democratizing data products across the organisation. Data Modeler Data Steward Data Engineer Data/Biz Analyst Viz Engineer Data Scientist Data Product Studio Data Consumer Hub Semantic Query Engine
  • 5. 5 Copyright © 2023 LEGOAI. All rights reserved. Data Contracts Infra-as-code Business Glossary Data ontologies Data Quality Recipes OLTP Data Lakes Data WH Files Event Streams SaaS Apps Data Warehouse Machine Learning Data Marketplace BI/ Enterprise Web Apps Mobile Applications - AI Augmented Data Product Studio Producers Consumers
  • 6. 6 Copyright © 2023 LEGOAI. All rights reserved. Add to Cart Observability Search & Explore Customize Checkout - AI Augmented Data Consumer Hub Enriched search results driven by generated business glossaries Add new attributes, merge multiple data products to form a new one. Infrastructure provisioned based on consumption pattern and defined SLAs.
  • 7. 7 Copyright © 2023 LEGOAI. All rights reserved. Platform Architecture Compatible Infra
  • 8. 8 Copyright © 2023 LEGOAI. All rights reserved. AI Led Transformation Use Case
  • 9. 9 Copyright © 2023 LEGOAI. All rights reserved. Data Systems CRM ERP Support Product MDM Customer MDM Credit Bureau Ratings DnB /Nielsen Source Systems DL / DW External/3rd Party Sales Mkting Finance CX Credit Risk Source Domains Consumer Domains Data Domains DQ Recipes Data Contracts Semantic model Infra Config Transformation Knowledge Graph Domains & Ontologies Foundational Enterprise CX Credit Risk Data Products Search, Glossary, Access Data ML Viz Data Lineage Data Observability Federated Governance Data Product Marketplace Model Development Model Experimentation Model Training Model Deployment Model Validation Pipelines Feature Store Model Repo Eval Report AI Workbench AI Use Cases Digital Onboarding Intelligent Operations Fraud Detection Optimization Ability to Drive Impact Purpose built AI use cases AI driven decision making & business Impact Scalable AI operations and orchestration Democratization of Data Self Serve and governed data products Semantic Data Models serves as single version of truth across org Data silos spread across variety of data systems and platforms Digital Enterprises needs Agile Data Strategy to drive AI Led Transformation
  • 10. 10 Copyright © 2023 LEGOAI. All rights reserved. SCM Marketing Ops Sales Ops Services Customer Experience Domain Oriented self-serve “Data Products” to drive Scalability and Reusability in a Mesh Discoverable Scalable Self-Serve Trustworthy Interoperable Federated Governance Governance Foundational Data Product Enterprise Data Product Consumers Sources Federated Execution Metadata Acquisition Observability Search & Exploration Customize/Configure Global Governance Policies Business Glossary Semantic Data Models Data Quality Policies Data Contracts Infrastructure Configuration API Serving
  • 11. 11 Copyright © 2023 LEGOAI. All rights reserved. About US
  • 12. 12 Copyright © 2023 LEGOAI. All rights reserved. “We all know the importance of Data in AI missions. It’s time we get AI to scale modern Data Strategies.” Our motivation and Inception of this journey… Prinkan Pal, CEO Jaskaran Singh, CAIO Pradeep Patil, CTO Manan Pachnanda, CPO/COO Data & AI Innovation Leader in Analytics Industry. Built global businesses around Enterprise AI Platforms Data Scientist, AI/ML COE Leader. NLP/ CV Practitioner & Community Leader. Gen AI Researcher AI/ML Engineering Leader. AI Systems Architect. FOSS Enthusiast and Community Leader. Management Consulting, Data & AI Strategy Consulting Lead. CIO & CDO Advisory.
  • 13. 13 Copyright © 2023 LEGOAI. All rights reserved. Weave your AI dreams to reality. We harness natural intelligence of humans and augment using technology to make the world a better place. Our Vision AI for Data Modernization AI Experience Design AI – as – a - Product AI Governance Current Focus
  • 14. 14 Copyright © 2023 LEGOAI. All rights reserved. Where are we today? OntoQL Semantic Query Engine OntoCraft Data Product Studio Smart Insights Generator OntoSphere Data Product Marketplace Smart Data Grid Studio AI Product Studio AI Product Marketplace AI Discovery and Design Canvas Ideation. Still brewing! Alpha Release. Needs some time Beta Release. Ready to Pilot Stable Release. Production Ready Change Metadata Capture & XOPS AI System Observability Decision Orchestration AI Assisted AI System Control Panel
  • 15. 15 Copyright © 2023 LEGOAI. All rights reserved. Our Values Human-AI Collaboration Agile Innovation Customer Centricity Sustainable AI Engineering
  • 16. 16 Copyright © 2023 LEGOAI. All rights reserved. contactus@legoai.com +918884321107 91springboard, 512/10, Outer Ring Rd, Mahadevapura, Bengaluru 560048, India Thank You! www.legoai.com