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Webinar
Improve business decisions with
Intelligent Automation
Ram Kanumuri
Head – Emerging
Technologies
Kellton Tech Solutions
Murali Polakam
Leader – Emerging
Technologies
Kellton Tech Solutions
Speakers
Kellton Tech, A Pioneer of Digital Transformation
Foundation
2009
Footprint
North America, Europe,
and Asia
Clients
Startups to Fortune 500
Core Strength
People and Technology
ISO 9001:2015 &
CMMi Level 5
Ownership
Public Limited
BSE, NSE: KELLTOTEC
Team
1500+ Employees
Go Digital with Kellton Tech
Digital Transformation Strategy and Advisory Services
Business - IT Strategy &
Planning
Enterprise Reference
Architecture
IT Portfolio
Management
Governance
Digital Tech Trends
And Design Thinking
• Digital Commerce & Marketing
• Enterprise Mobility
• Digital Governance
• IoT, Big Data & Analytics
• Software R&D Labs
• Outsourced Product Development
• Enterprise Resource Planning. • Product Lifecycle Management
• Supply Chain Management. •Customer Relationship Management
Enterprise Solutions
Systems of Record and Core IT
Successful S/4 HANA migration
implementation for enterprise clients
• API Strategy & Management • Enterprise Integration
• Enterprise Analytics. • IoT System Integration
• OT-IT Integration
Standalone Applications
& Interconnections
Integrated Enterprise
Environment
Digital Transformation
Systems of Engagement
Digital Integration (DI)
Systems of Insight and Integration
Agenda
Introduction to Automation
Intelligent Automation, RPA and
beyond
Achieve high levels of precision
with Intelligent Automation
Core elements of Modern
Automation
Best Practices for implementing
Automation CoE
Introduction to
Automation
What is Robotic Process Automation (RPA)?
Emulates a person by executing
manual, repetitive tasks in existing
applications
Makes decisions based on
set rules
Integrates and updates
seamlessly with other
applications
Robotic Process Automation is a digital work force that sits on top of existing systems and performs
manual, repetitive, and rule-based activities traditionally performed by individuals.
Automation technologies are evolving across increasing levels of sophistication
Automation Continuum
RPA/ROBOTICS COGNITIVE
AUTOMATION
ARTIFICIAL
INTELLIGENCE
Mimics Human
Actions
Mimics Human
Judgement
Mimics Human
Intelligence
• Acts based on set rules
• Robotic Process
Automation (RPA)
• Refines initial rules
• Machine Learning;
Natural Language
Processing
• Sophisticated algorithms
• Deep Learning;
Autonomous Vehicles
Types of Automation
Modern RPA platforms includes key components such as attended,
unattended and Intelligent Automation
Attended Automation
Configure Bots to work together
with Human
Front Office Automation
Unattended Automation
Fully automate the robot by teaching
how to do it
Back Office Automation
Intelligent Automation
Make sense of all data formats
Unstructured Data
What Processes are suitable for RPA?
Digital trigger-initiated process supported by digital data
Functioning and stable process
High-Volume process
Rule-based processes
Intelligent Automation
RPA and beyond
The Pandemic has Accelerated Digital Transformation
Intelligent Automation –
Achieving high levels of precision
Humans and Bots – Strengths and Weaknesses
Strength: Understand decision
Logic in the absence of large
Amounts of data
Strength: can analyze huge
Amount of data to find signals
And patterns
Strength: adapt to sea changes Strength: models can relearn
Quickly from new data
Weakness: unable to analyze
Large data sets
Weakness: poor adaptability
To sudden change
Weakness: cognitive biases can
Lead to poor decisions
Weakness: subject to mistake
By data scientists
Human Computer
Integration of humans with advanced AI components
Primary difference Primary technology
Machine acts autonomously in closed loop
Human and machines share authority
Human control automation
Deterministic human/machine
Interaction
Deep learning and computer vision
Machine learning
Conversational intelligence and RPA
Digital process automation and RPA
Autonomous
Semiautonomous
Employee-driven
Software-controlled
Automation Digital Workforce Value Cycle
Data
Understanding
Process
Discovery
Optimize
Capture
Discover
Digital Workforce
Platform
RPA
Automate
Analytics
Fast ROI and business value
Business resiliency​
Labor optimization​
Faster cycle times​
Customer experience
Employee productivity​
Compliance and security​
Artificial Intelligence
RPA and AI Convergence
RPA
Scrape data
Read
Sentiment
Make
Predictions
Detect
Languages
Moving File/Folders
Activites
Read/write to
databases
Capture
Tasks
Log in to
apps
Copy/Paste
Email/Event
Fill Forms
Extract
Structured
Data
Log in to
apps
Detect
anomalies
Summarize
text
Classify
text
Detect
Fraud
Understand
Documents
Unstructured
Data
Semi-structured
Data
Forms in
VDI
Speech to
text
Chatbots
Translate
Detect Objects in
Images
AI
Assist humans and focus on “”Thinking””
Increasingly cognitive and complex tasks
Pattern recognition
Semi-Structured and Unstructured data
Probabilistic and high-variability
Core elements of Modern
Automation
Digital Integration Models
Modern Automation is backed by Enterprise Integration
Enterprise Integration API Economy Cloud Systems
Hybrid Integration Strategy API Management SaaS/ PaaS/ IaaS Applications
BPM and RPA
Optimize
Monitor
Execute
BPM
Maintain logs for
every step
Your 24X7 virtual
employee
No physical
robot
Time- to-market within a
few week
Mimics human tasks on
existing application
No changes in your existing
infrastructure needed
RPA
Vs
Design
Model
Implement
Automation CoE – Best Practices
Patterns of CoE
Hackathons, gamification, skills workshop
Expansion of automation offerings;
E.g., workflow, AI, analytics
Center of excllence/incubators
distributed COE networks
new teams and functions
RPA vendor selection
Creation of pilots
Proof of concepts
Vendor evaluation
5. Feedback
Taking innovation
Ideas from
hackathons/
Workshops back into
the funnel
For pilots/proofs of
Concepts, etc.
4. Innovating
3. Scaling
2. Building
1. Embarking
Process and People Frist Approach for RPA Practice
CoE
control,
Standardize
CoE
Empower,
Educate
Enable
PROCESS-FIRST
1. Program Definition and
Governance
2. Service
Definition and
Refinement
3. Process Mastery
PEOPLE-FIRST
4. End-User Engagement
and Ideation
5. Mentoring
and Review
6. Deployment and Scaling
7. Outcome
Analysis and
Solution
Harvesting
RPA vs Intelligent Automation CoE
Organizations need to make the strategic decision on whether to enable AI through separate teams or under a single
Intelligent Automation CoE..
Individual CoEs Singular CoEs
RPA CoE
Solution
Architect
RPA
Developer
Business
Analyst
+
Data
scientist
Data
Engineer
Data and Analyst CoE
Intelligent Automation CoE
CoE Lead
Solution
Architect
RPA
Dev
Citizen
Dev
Business
Analyst
Data
Scientist
Data
Engineer
Technical Architecture
Operational Management
Design Authority
Process support
Governance
Service/Release
management
The Development Life Cycle
Identify Design Develop Test Deploy Maintain
Will leveraging RPA+AI center solve the
problem addressed?
If using AI center, what should the ML model solving?
Should RPA be designed any differently with the
addition of ML?
What data preparation is necessary for ML
modeling?
What orchestration between AI/ML teams and RPA
CoE is necessary?
Does the RPA CoE handle development of the
model to AI center?
Does the AI/ML team maintain model after
deployment?
Does the RPA CoE handle development of the
model to AI center?
How do teams mitigate and manage impact of
external changes?
Does the AI/ML team maintain model after
deployment?
Identify
Design
Develop
Test
Deploy
Maintain
Intelligent Automation Best Practices
Asking the correct questions with the correct participants are pivotal when assessing processes to
leverage RPA + AI
Recommended Workshop Participants
Process
SME
RPA solution
Architect
Data
scientist
Process
Owner
RPA
BA
Note : Not every opportunity will follow these considerations. Take extra consideration when assessing high-impact opportunities.
Data Sample size:
• Is there a large enough sample size to train an ML model?
Data noise:
• Does the data set contain irrelevant information or randomness?
Data completeness:
• Does the data sample contain all information necessary for modelling?
Data availability:
• Do the stakeholders have access to produce data for modelling?
• Can production data be retrieved in a timely manner?
Time to Invest:
• Do stakeholders have enough time for model creation?
• Does adding ML skills justify the time investment?
Considetations
Cloud Deployment Models
Fully hosted and managed in
the Automation Anywhere
Enterprise Cloud
The value:
Full SaaS experience, with
instant access to the complete
platform – secure, always up to
date and zero infrastructure to
maintain.
Data on your infrastructure and
management functions in the
Automation Anywhere
Enterprise Cloud
The value:
Keep your data on-premises
while enjoying a SaaS
experience and lower total cost
of ownership.
PURE CLOUD CLOUD ENABLED
ON-PREMISES WITH
UPDATES VIA CLOUD
Fully hosted on your infrastructure
with optional updates from the
Automation Anywhere
Enterprise Cloud
The value:
Deploy fully on-premises with
control over receiving updates and
new AI capabilities from the cloud.
Technology Partner Ecosystem
BPM/Workflow
Cloud Platforms
Conversational AI
Data Science & AI
Security
Enterprise Software
Process Mining
Service Orchestration
GET IN TOUCH
+1.844.469.8900
ask@kelltontech.com
www.kelltontech.com

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Intelligent automation surpasses RPA to accelerate performance

  • 1. Webinar Improve business decisions with Intelligent Automation
  • 2. Ram Kanumuri Head – Emerging Technologies Kellton Tech Solutions Murali Polakam Leader – Emerging Technologies Kellton Tech Solutions Speakers
  • 3. Kellton Tech, A Pioneer of Digital Transformation Foundation 2009 Footprint North America, Europe, and Asia Clients Startups to Fortune 500 Core Strength People and Technology ISO 9001:2015 & CMMi Level 5 Ownership Public Limited BSE, NSE: KELLTOTEC Team 1500+ Employees
  • 4. Go Digital with Kellton Tech Digital Transformation Strategy and Advisory Services Business - IT Strategy & Planning Enterprise Reference Architecture IT Portfolio Management Governance Digital Tech Trends And Design Thinking • Digital Commerce & Marketing • Enterprise Mobility • Digital Governance • IoT, Big Data & Analytics • Software R&D Labs • Outsourced Product Development • Enterprise Resource Planning. • Product Lifecycle Management • Supply Chain Management. •Customer Relationship Management Enterprise Solutions Systems of Record and Core IT Successful S/4 HANA migration implementation for enterprise clients • API Strategy & Management • Enterprise Integration • Enterprise Analytics. • IoT System Integration • OT-IT Integration Standalone Applications & Interconnections Integrated Enterprise Environment Digital Transformation Systems of Engagement Digital Integration (DI) Systems of Insight and Integration
  • 5. Agenda Introduction to Automation Intelligent Automation, RPA and beyond Achieve high levels of precision with Intelligent Automation Core elements of Modern Automation Best Practices for implementing Automation CoE
  • 7. What is Robotic Process Automation (RPA)? Emulates a person by executing manual, repetitive tasks in existing applications Makes decisions based on set rules Integrates and updates seamlessly with other applications Robotic Process Automation is a digital work force that sits on top of existing systems and performs manual, repetitive, and rule-based activities traditionally performed by individuals.
  • 8. Automation technologies are evolving across increasing levels of sophistication Automation Continuum RPA/ROBOTICS COGNITIVE AUTOMATION ARTIFICIAL INTELLIGENCE Mimics Human Actions Mimics Human Judgement Mimics Human Intelligence • Acts based on set rules • Robotic Process Automation (RPA) • Refines initial rules • Machine Learning; Natural Language Processing • Sophisticated algorithms • Deep Learning; Autonomous Vehicles
  • 9. Types of Automation Modern RPA platforms includes key components such as attended, unattended and Intelligent Automation Attended Automation Configure Bots to work together with Human Front Office Automation Unattended Automation Fully automate the robot by teaching how to do it Back Office Automation Intelligent Automation Make sense of all data formats Unstructured Data
  • 10. What Processes are suitable for RPA? Digital trigger-initiated process supported by digital data Functioning and stable process High-Volume process Rule-based processes
  • 12. The Pandemic has Accelerated Digital Transformation
  • 13. Intelligent Automation – Achieving high levels of precision
  • 14. Humans and Bots – Strengths and Weaknesses Strength: Understand decision Logic in the absence of large Amounts of data Strength: can analyze huge Amount of data to find signals And patterns Strength: adapt to sea changes Strength: models can relearn Quickly from new data Weakness: unable to analyze Large data sets Weakness: poor adaptability To sudden change Weakness: cognitive biases can Lead to poor decisions Weakness: subject to mistake By data scientists Human Computer
  • 15. Integration of humans with advanced AI components Primary difference Primary technology Machine acts autonomously in closed loop Human and machines share authority Human control automation Deterministic human/machine Interaction Deep learning and computer vision Machine learning Conversational intelligence and RPA Digital process automation and RPA Autonomous Semiautonomous Employee-driven Software-controlled
  • 16. Automation Digital Workforce Value Cycle Data Understanding Process Discovery Optimize Capture Discover Digital Workforce Platform RPA Automate Analytics Fast ROI and business value Business resiliency​ Labor optimization​ Faster cycle times​ Customer experience Employee productivity​ Compliance and security​ Artificial Intelligence
  • 17. RPA and AI Convergence RPA Scrape data Read Sentiment Make Predictions Detect Languages Moving File/Folders Activites Read/write to databases Capture Tasks Log in to apps Copy/Paste Email/Event Fill Forms Extract Structured Data Log in to apps Detect anomalies Summarize text Classify text Detect Fraud Understand Documents Unstructured Data Semi-structured Data Forms in VDI Speech to text Chatbots Translate Detect Objects in Images AI Assist humans and focus on “”Thinking”” Increasingly cognitive and complex tasks Pattern recognition Semi-Structured and Unstructured data Probabilistic and high-variability
  • 18. Core elements of Modern Automation
  • 19. Digital Integration Models Modern Automation is backed by Enterprise Integration Enterprise Integration API Economy Cloud Systems Hybrid Integration Strategy API Management SaaS/ PaaS/ IaaS Applications
  • 20. BPM and RPA Optimize Monitor Execute BPM Maintain logs for every step Your 24X7 virtual employee No physical robot Time- to-market within a few week Mimics human tasks on existing application No changes in your existing infrastructure needed RPA Vs Design Model Implement
  • 21. Automation CoE – Best Practices
  • 22. Patterns of CoE Hackathons, gamification, skills workshop Expansion of automation offerings; E.g., workflow, AI, analytics Center of excllence/incubators distributed COE networks new teams and functions RPA vendor selection Creation of pilots Proof of concepts Vendor evaluation 5. Feedback Taking innovation Ideas from hackathons/ Workshops back into the funnel For pilots/proofs of Concepts, etc. 4. Innovating 3. Scaling 2. Building 1. Embarking
  • 23. Process and People Frist Approach for RPA Practice CoE control, Standardize CoE Empower, Educate Enable PROCESS-FIRST 1. Program Definition and Governance 2. Service Definition and Refinement 3. Process Mastery PEOPLE-FIRST 4. End-User Engagement and Ideation 5. Mentoring and Review 6. Deployment and Scaling 7. Outcome Analysis and Solution Harvesting
  • 24. RPA vs Intelligent Automation CoE Organizations need to make the strategic decision on whether to enable AI through separate teams or under a single Intelligent Automation CoE.. Individual CoEs Singular CoEs RPA CoE Solution Architect RPA Developer Business Analyst + Data scientist Data Engineer Data and Analyst CoE Intelligent Automation CoE CoE Lead Solution Architect RPA Dev Citizen Dev Business Analyst Data Scientist Data Engineer Technical Architecture Operational Management Design Authority Process support Governance Service/Release management
  • 25. The Development Life Cycle Identify Design Develop Test Deploy Maintain Will leveraging RPA+AI center solve the problem addressed? If using AI center, what should the ML model solving? Should RPA be designed any differently with the addition of ML? What data preparation is necessary for ML modeling? What orchestration between AI/ML teams and RPA CoE is necessary? Does the RPA CoE handle development of the model to AI center? Does the AI/ML team maintain model after deployment? Does the RPA CoE handle development of the model to AI center? How do teams mitigate and manage impact of external changes? Does the AI/ML team maintain model after deployment? Identify Design Develop Test Deploy Maintain
  • 26. Intelligent Automation Best Practices Asking the correct questions with the correct participants are pivotal when assessing processes to leverage RPA + AI Recommended Workshop Participants Process SME RPA solution Architect Data scientist Process Owner RPA BA Note : Not every opportunity will follow these considerations. Take extra consideration when assessing high-impact opportunities. Data Sample size: • Is there a large enough sample size to train an ML model? Data noise: • Does the data set contain irrelevant information or randomness? Data completeness: • Does the data sample contain all information necessary for modelling? Data availability: • Do the stakeholders have access to produce data for modelling? • Can production data be retrieved in a timely manner? Time to Invest: • Do stakeholders have enough time for model creation? • Does adding ML skills justify the time investment? Considetations
  • 27. Cloud Deployment Models Fully hosted and managed in the Automation Anywhere Enterprise Cloud The value: Full SaaS experience, with instant access to the complete platform – secure, always up to date and zero infrastructure to maintain. Data on your infrastructure and management functions in the Automation Anywhere Enterprise Cloud The value: Keep your data on-premises while enjoying a SaaS experience and lower total cost of ownership. PURE CLOUD CLOUD ENABLED ON-PREMISES WITH UPDATES VIA CLOUD Fully hosted on your infrastructure with optional updates from the Automation Anywhere Enterprise Cloud The value: Deploy fully on-premises with control over receiving updates and new AI capabilities from the cloud.
  • 28. Technology Partner Ecosystem BPM/Workflow Cloud Platforms Conversational AI Data Science & AI Security Enterprise Software Process Mining Service Orchestration
  • 29.

Hinweis der Redaktion

  1. A Center of Excellence (CoE) is essentially the way to embed RPA deeply and effectively into the organization and to redistribute accumulated knowledge and resources across future deployments.
  2. With a cloud-native platform, AA is able to offer our customers a choice in how they want their digital workforce delivered. Pure Cloud – all components in Enterprise Cloud and are accessed through the customer’s devices Cloud enabled – the control room, management functions, and updates are Enterprise-cloud based while platform components and all data reside on the customer’s infrastructure On-premises with updates via cloud – everything resides on the customers’ infrastructure. You choose if, when, and what updates to receive via the cloud.
  3. Key slide takeaway: Automation technologies is UiPath, Automation Anywhere and Blue Prism has a vibrant global partner ecosystem and we fit with the technology you have already invested in. Main points to cover: Everyday, the vibrant partner ecosystem is adding value to the customers. These technologies partner with the top names in technology, whether public cloud providers like Microsoft; SaaS leaders such as Salesforce; or enterprise software providers like Oracle. They are also partnering with leaders in emerging technology areas such as process mining or data science and AI. The partnerships are growing continuously to help provide specific solutions that your organization requires.