SlideShare une entreprise Scribd logo
1  sur  16
Télécharger pour lire hors ligne
Digital Servicing Using
Artificial Intelligence
René Werner, Celcom Axiata Berhad
7/1/2018
Artificial Intelligence & The Broader View.
At Celcom we focus on leveraging AI to support our purpose statement.
AI is not a self serving purpose.
CELCOM´S PURPOSE STATEMENT
34
21
Growth in Available
Bandwidth
(Nielsen‘s Law of Internet
Bandwidth: CAGR 50%)
Growth in
Compute Power
(Moore‘s Law:
CAGR 60%)
Growth in Storage
Density
(Kryder‘s Law:
CAGR 40%)
Growth in Compute
Energy Efficiency
(Koomey‘s Law:
CAGR 50%)
0.000
0.000
0.001
0.010
0.100
1.000
10.000
100.000
1,000.000
10,000.000
100,000.000
3/10/1954 11/6/1968 18/2/1982 28/10/1995 6/7/2009
USD/MByte
Artificial Intelligence Made Possible.
The progression of technologies along four key „laws“ has made AI a reality now with
completely changed economics to penetrate the day-to-day live of businesses & consumers.
Example:
Historical Cost of Computer Memory & Storage
Big DataCompute
AI
Source: hblock.net/storage
Artificial Intelligence Today is NARROW.
Further technology progress needed to move todays NARROW AI towards a GENERAL AI
that has a broad use spectrum vs. purpose built deployments.
Source: http://www.visualcapitalist.com/visualizing-trillion-fold-increase-computing-power/
TODAY´s AI vs. HUMAN BRAIN
AI Assisted Movie
Recommendations
GENERAL vs. NARROW AI
General AINarrow AI
AI Assisted Natural
Language Processing
AI Assisted Driving
AI Based „GO Expert System“
(Google Deepmind)
0%of the use cases today
 Computers thinking at a level
that meets or surpasses people
 Abstract and independent
reasoning & thinking without
limitations to expertise domains
 Time of Arrival: 2035+ (Estimates)
100%of the use cases today
 Computers detecting useful patterns to
solve problems by crunching vast
amounts of data
 Pattern recognition & automation
usually limited to one expertise domain
 Time of Arrival: today
General Purpose AI
Artificial Intelligence & Customer Service.
Large amounts of unstructured (interaction) data and need to understand patterns to
improve service & experience are ideal conditions to leverage narrow AI.
Messy
CX Data
multiple
interaction
touchpoints
divergent
customer
identifiers
varying interaction
data types
(voice, text, clickstreams, ...)
heterogeneous CX
„Health“ data
(network, service, ...)
multichannel
triggers for
interaction
journeys
heterogeneous
customer
sentiment data
Sub-Optimal Service & Experience Delivery
Generate
Interaction Data
(Enrich Interaction
with Data)
Insights
Creation
(Pattern
Recognition)
Leverage
Insights
for Better Service &
Experience Delivery (Automation)
More
Customers/
Lower Cost
AI Enhanced Service & Experience Delivery
Better
Business
Results
Create CX Data
(Clean & Rich Data
Sets via Data
Unification)
1 2
3
4
LEVERAGE INSIGHTS
(Automation)
INSIGHTS CREATION
(Pattern Recognition)
CREATE CX DATA
(Data Unification)
Get Going on Artificial Intelligence.
To be able to leverage on artificial intelligence, rich CX data sets from interaction data have to
be available. Building those up and connecting them is key for reaping AI benefits.
GENERATE INTERACTION DATA
Retail Shops/
Branches
Contact
Centres
Traditional Channels: Enrich Interaction Data
IVR ...
Digital Channels: Drive Migration to Digital
Company
Website
Social
Media
Company
App
Others: Get deeper Usage Insights
Network
Experience
Product Usage
Experience ...
1 2 3 4
Customer
Identification
Journey
Stitching
Experience
Issue Clustering
Core AI Application
Experience Opportunity
Identification
Channel Preferences &
Effectiveness, Interaction
Bottlenecks
Customer Sentiment
(State & Forecast)
Channel Volumes
(State & Forecasts)
Automation: Use AI to Drive Action
Intent Recognition
(State & Forecast)
Customer
Service Bots
Customer
Service Agent
Scheduling
Network Field
Force Dispatch
...
Support: Use Insights to Drive
Better Human Action
Better Up- &
Cross-Selling
Better Network
Planning
Ambient
Retail
Influencer
Marketing
Six Sigma
Initiatives
AI Enabling AI Harvest
We Have Achieved a Lot With This Approach.
By bringing together the total ecosystem inclusive of AI, Celcom has achieved in parallel a
substantial positive impact on customer experience and cost.
+30
3Q173Q16 1Q183Q15 4Q17
+32
3Q15 3Q173Q16 4Q17 1Q18
RETAIL SHOPS CONTACT CENTRE
44
1247
77
TOUCH POINT NPS DIGITAL INTERACTION GROWTH
SOCIAL MEDIA GROWTH
60%
Celcom
4x
Peers*
15%
SOCIAL MEDIA REACH
[YoY Growth – ‘17 vs. ´16 in %]
-22%
CelcomPeers*
28%
SOCIAL MEDIA ENGAGEMENT
[YoY Growth – `17 vs. `16 in %]
61
55
28
14
2018TD201720162015
% of All Interactions
Source: SocialBaker
LEVERAGE INSIGHTS
(Automation)
INSIGHTS CREATION
(Pattern Recognition)
CREATE CX DATA
(Data Unification)
Example of Deployments in Customer Service.
From numerous deployments we had made in the past.
GENERATE INTERACTION DATA
1 2 3 4
Retail Shops/
Branches
Contact
Centers
Traditional Channels: Enrich Interaction Data
IVR ...
Digital Channels: Drive Migration to Digital
Company
Website
Social
Media
Company
App
Other: Get deeper Usage Insights
Network
Experience
Product Usage
Experience ...
Customer
Identification
Journey
Stitching
Experience
Issue Clustering
Core AI Application
Experience Opportunity
Identification
Channel Preferences &
Effectiveness, Interaction
Bottlenecks
Customer Sentiment
(State & Forecast)
Channel Volumes
(State & Forecasts)
Automation: Use AI to Drive Action
Intent Recognition
(State & Forecast)
Customer
Service Bots
Customer
Service Agent
Scheduling
Network Field
Force Dispatch
...
Support: Use Insights to Drive
Better Human Action
Better Up- &
Cross-Selling
Better Network
Planning
Ambient
Retail
Influencer
Marketing
Six Sigma
Initiatives
AI Enabling AI Harvest
AI - Great Network
Experience
AI - Superior Social Media
Growth
AI - Contact Centre
AI – Birth of Virtual
Assistant
AI - Voice of Customer
Feedback
AI – The Next Level
A
B
C
D
F
E
AI - Voice of Customer Feedback.
Realtime customer feedback with analytics to address problem areas.
Automated Generation of
Heatmap from VOC
“Pounding the Rock”Realtime VOC Feedback
Crowdsourcing of “Voice of
Customer” on various channels &
customer journey
Per channels, we create heat
maps by automatically tagging to
the channel & journey
Daily scrums leveraging on
heatmaps to address problem
areas
A
>5mn
Yearly Survey
AI - Superior Social Media Growth.
Holistic approach to Social Media underpin by AI foundation.
Customer Engagement
Analytics and Measurement
Generate Data (Quality & Quantity)
• Connect and crawl the social web
• Derive actionable insights
• Intelligent listening
• Engage key influencers
• Drive media value
• Posting the right content
• Develop actionable insights. Eg, complain resolution,
social selling & conversion etc
• Define and track social metrics
• Identify key influencers
• Identify key customer segments
Social Media Servicing
Celcom Community
Social Media Analytics
CELCOM SOCIAL MEDIA EXCHANGE
(SMEX)
Setting up of social media hub to service &
engage with customer, managing brand and
contextual offerings
B
AI - Great Network Experience.
Predictive analytics tool for automatic root cause analysis and resolution.
Generation of Insights Action AreasGathering of Data
Internal Network
Performance Data
From probes on RAN and Core
Network
Crowd-sourced
(Anonymous) Usage Data
From ~ 2.5m App users
Journey NPS data
From >5mn surveys
1
2
3
Example: Measuring Network
Performance vs tNPS
• Self-optimized network
• Better network planning
• Early communication of
network issues to customers
Example: Network Heatmap –
Hot zones of the network
C
AI - Contact Centre.
Predictive analytics solution to analyze customers‘ calls to improve communication
and future interaction.
Predictive analytics solution
Predictive analytics solution to gauge
customers’ emotion based on voice tone
and manner
Benefits
• Improve interactions quality and call experience
• Automatic documentation of calls
• Better up-sell /cross-sell opportunities
• Reduce customer attrition
* Interaction with ~300k calls per month
D
AI – The Next Level.
Bringing everything together. Customer analytics solution to understand and visualize
individual journeys for customer across all touchpoints; seamlessly and in real-time.
Improve Net Promoter Score (NPS)
o Identify areas to improve pain points
o Identify journeys and customers who log frequent
complaints across channels
Up-sell / Cross-sell opportunities
o Predict next customer interaction step/channel in
a journey
o Linking customers to journeys and analyzing
customers’ demographics, segments and
sentiments
Reduction in cost-to-serve
o Automatic prioritization of journeys / pain points
driving experience, costs, churn with built-in
algorithms
Customer Journey Analytics Solution
Predictive analytics solution to understand and
visualise customer journey across touchpoints;
seamlessly and in real-time
Benefits
E
AI – Birth to Virtual Agents.
Launched smart virtual agents with distinct character for a more personalized
experience.
Clive & Emma
State-of-art intelligent Virtual Agent with 2 personas
powered by Microsoft technology.
Currently, it can perform the following functions:
• Prepaid & Postpaid – check bill/balances, reload/pay
bills, check data usage, add VAS & Mobile Internet
• Humanized tone
• Small Talk & Personas
• Ability to handover to Live Agents
Next phase is to grow the Virtual Agent to perform
more activities
• Handling of natural language capabilities
• Interface from “voice to text” and from “text to voice”
• Handling of more transactions
• Expansion to other servicing channels like FB Messenger
F
Artificial Intelligence & The Broader View.
At Celcom we focus on leveraging AI to support our purpose statement.
AI is not a self serving purpose.
CELCOM´S PURPOSE STATEMENT
THANK YOU !!!
If you have questions contact me as below:
rene.werner@celcom.com.my
Linkedin.com/in/rene-werner

Contenu connexe

Tendances

Money 20:20 ibm cognitive engagement raisch
Money 20:20 ibm cognitive engagement   raisch Money 20:20 ibm cognitive engagement   raisch
Money 20:20 ibm cognitive engagement raisch Warren Raisch
 
Shared Services: How Digital Can Accelerate the Leap to Value-Added Different...
Shared Services: How Digital Can Accelerate the Leap to Value-Added Different...Shared Services: How Digital Can Accelerate the Leap to Value-Added Different...
Shared Services: How Digital Can Accelerate the Leap to Value-Added Different...Cognizant
 
Re-Defining CRM: It's All About Customer Engagement
Re-Defining CRM: It's All About Customer EngagementRe-Defining CRM: It's All About Customer Engagement
Re-Defining CRM: It's All About Customer EngagementSAP Customer Experience
 
Insurance marketing automation and omni channel insurance.
Insurance marketing automation and omni channel insurance.Insurance marketing automation and omni channel insurance.
Insurance marketing automation and omni channel insurance.ShepHertz
 
General presentation on Smart Zones
General presentation on Smart ZonesGeneral presentation on Smart Zones
General presentation on Smart ZonesChristopher W. Nosky
 
Come migliorare l’engagement tramite analisi dei dati, algoritmi predittivi e...
Come migliorare l’engagement tramite analisi dei dati, algoritmi predittivi e...Come migliorare l’engagement tramite analisi dei dati, algoritmi predittivi e...
Come migliorare l’engagement tramite analisi dei dati, algoritmi predittivi e...Contactlab
 
2021 Trends in Retail Technology | Acid Tango
2021 Trends in Retail Technology | Acid Tango2021 Trends in Retail Technology | Acid Tango
2021 Trends in Retail Technology | Acid TangoElena González Castillo
 
Disruption in Digital Banking
Disruption in Digital BankingDisruption in Digital Banking
Disruption in Digital BankingBackbase
 
Boxx ai transform_ecomm
Boxx ai transform_ecommBoxx ai transform_ecomm
Boxx ai transform_ecommNakul Jayatsen
 
Winterberry group the state of consumer data onboarding november 2016
Winterberry group   the state of consumer data onboarding november 2016Winterberry group   the state of consumer data onboarding november 2016
Winterberry group the state of consumer data onboarding november 2016Brian Crotty
 
How Fintech is Reshaping Banking
How Fintech is Reshaping BankingHow Fintech is Reshaping Banking
How Fintech is Reshaping BankingPortfolioQuest
 
Discussion an example for your experience about any company conductive e-comm...
Discussion an example for your experience about any company conductive e-comm...Discussion an example for your experience about any company conductive e-comm...
Discussion an example for your experience about any company conductive e-comm...Noakhali science and technology university
 
Rail Revenue World Congress 2016
Rail Revenue World Congress 2016Rail Revenue World Congress 2016
Rail Revenue World Congress 2016Ina Luft
 
Putting the Experience in Digital Customer Experience
Putting the Experience in Digital Customer ExperiencePutting the Experience in Digital Customer Experience
Putting the Experience in Digital Customer ExperienceCognizant
 
BEYOND COMMERCE IMPERATIVE: COMMERCE CROSSING BORDERS
BEYOND COMMERCE IMPERATIVE: COMMERCE CROSSING BORDERSBEYOND COMMERCE IMPERATIVE: COMMERCE CROSSING BORDERS
BEYOND COMMERCE IMPERATIVE: COMMERCE CROSSING BORDERSSAP Customer Experience
 
Bank of the future: Digital Transformation Strategy
Bank of the future: Digital Transformation StrategyBank of the future: Digital Transformation Strategy
Bank of the future: Digital Transformation StrategyNawaf Albadia
 
Social media strategy for Police & Citizen Services Departments
Social media strategy for Police & Citizen Services DepartmentsSocial media strategy for Police & Citizen Services Departments
Social media strategy for Police & Citizen Services DepartmentsSamir Dahotre
 
The Benefits of Automation - Digiday Programmatic Rome, 11/10/15
The Benefits of Automation - Digiday Programmatic Rome, 11/10/15The Benefits of Automation - Digiday Programmatic Rome, 11/10/15
The Benefits of Automation - Digiday Programmatic Rome, 11/10/15Digiday
 

Tendances (20)

Money 20:20 ibm cognitive engagement raisch
Money 20:20 ibm cognitive engagement   raisch Money 20:20 ibm cognitive engagement   raisch
Money 20:20 ibm cognitive engagement raisch
 
Shared Services: How Digital Can Accelerate the Leap to Value-Added Different...
Shared Services: How Digital Can Accelerate the Leap to Value-Added Different...Shared Services: How Digital Can Accelerate the Leap to Value-Added Different...
Shared Services: How Digital Can Accelerate the Leap to Value-Added Different...
 
Re-Defining CRM: It's All About Customer Engagement
Re-Defining CRM: It's All About Customer EngagementRe-Defining CRM: It's All About Customer Engagement
Re-Defining CRM: It's All About Customer Engagement
 
Insurance marketing automation and omni channel insurance.
Insurance marketing automation and omni channel insurance.Insurance marketing automation and omni channel insurance.
Insurance marketing automation and omni channel insurance.
 
General presentation on Smart Zones
General presentation on Smart ZonesGeneral presentation on Smart Zones
General presentation on Smart Zones
 
Come migliorare l’engagement tramite analisi dei dati, algoritmi predittivi e...
Come migliorare l’engagement tramite analisi dei dati, algoritmi predittivi e...Come migliorare l’engagement tramite analisi dei dati, algoritmi predittivi e...
Come migliorare l’engagement tramite analisi dei dati, algoritmi predittivi e...
 
2021 Trends in Retail Technology | Acid Tango
2021 Trends in Retail Technology | Acid Tango2021 Trends in Retail Technology | Acid Tango
2021 Trends in Retail Technology | Acid Tango
 
CCaaS Takes Center Stage
CCaaS Takes Center StageCCaaS Takes Center Stage
CCaaS Takes Center Stage
 
Disruption in Digital Banking
Disruption in Digital BankingDisruption in Digital Banking
Disruption in Digital Banking
 
Boxx ai transform_ecomm
Boxx ai transform_ecommBoxx ai transform_ecomm
Boxx ai transform_ecomm
 
Winterberry group the state of consumer data onboarding november 2016
Winterberry group   the state of consumer data onboarding november 2016Winterberry group   the state of consumer data onboarding november 2016
Winterberry group the state of consumer data onboarding november 2016
 
How Fintech is Reshaping Banking
How Fintech is Reshaping BankingHow Fintech is Reshaping Banking
How Fintech is Reshaping Banking
 
Discussion an example for your experience about any company conductive e-comm...
Discussion an example for your experience about any company conductive e-comm...Discussion an example for your experience about any company conductive e-comm...
Discussion an example for your experience about any company conductive e-comm...
 
Rail Revenue World Congress 2016
Rail Revenue World Congress 2016Rail Revenue World Congress 2016
Rail Revenue World Congress 2016
 
Putting the Experience in Digital Customer Experience
Putting the Experience in Digital Customer ExperiencePutting the Experience in Digital Customer Experience
Putting the Experience in Digital Customer Experience
 
BEYOND COMMERCE IMPERATIVE: COMMERCE CROSSING BORDERS
BEYOND COMMERCE IMPERATIVE: COMMERCE CROSSING BORDERSBEYOND COMMERCE IMPERATIVE: COMMERCE CROSSING BORDERS
BEYOND COMMERCE IMPERATIVE: COMMERCE CROSSING BORDERS
 
Bank of the future: Digital Transformation Strategy
Bank of the future: Digital Transformation StrategyBank of the future: Digital Transformation Strategy
Bank of the future: Digital Transformation Strategy
 
How to build a digital insurance company
How to build a digital insurance companyHow to build a digital insurance company
How to build a digital insurance company
 
Social media strategy for Police & Citizen Services Departments
Social media strategy for Police & Citizen Services DepartmentsSocial media strategy for Police & Citizen Services Departments
Social media strategy for Police & Citizen Services Departments
 
The Benefits of Automation - Digiday Programmatic Rome, 11/10/15
The Benefits of Automation - Digiday Programmatic Rome, 11/10/15The Benefits of Automation - Digiday Programmatic Rome, 11/10/15
The Benefits of Automation - Digiday Programmatic Rome, 11/10/15
 

Similaire à Digital Servicing Using Artificial Intelligence

Thabo Ndlela- Leveraging AI for enhanced Customer Service and Experience
Thabo Ndlela- Leveraging AI for enhanced Customer Service and ExperienceThabo Ndlela- Leveraging AI for enhanced Customer Service and Experience
Thabo Ndlela- Leveraging AI for enhanced Customer Service and Experienceitnewsafrica
 
How artificial intelligence (AI) can help maximize customer intelligence ROI
How artificial intelligence (AI) can help maximize customer intelligence ROIHow artificial intelligence (AI) can help maximize customer intelligence ROI
How artificial intelligence (AI) can help maximize customer intelligence ROIVincent de Stoecklin
 
CDP for Retail Webinar with Appnovation - Q2 2022.pdf
CDP for Retail Webinar with Appnovation - Q2 2022.pdfCDP for Retail Webinar with Appnovation - Q2 2022.pdf
CDP for Retail Webinar with Appnovation - Q2 2022.pdfAcquia
 
Innov day big data enabler & business opportunities(1)
Innov day   big data enabler & business opportunities(1)Innov day   big data enabler & business opportunities(1)
Innov day big data enabler & business opportunities(1)TelkomDDSKM
 
AI/ML: Breaking through the hype to deliver strong business outcomes_AWS_Peak...
AI/ML: Breaking through the hype to deliver strong business outcomes_AWS_Peak...AI/ML: Breaking through the hype to deliver strong business outcomes_AWS_Peak...
AI/ML: Breaking through the hype to deliver strong business outcomes_AWS_Peak...National Retail Federation
 
Enterprise Marketing Management (EMM) Overview
Enterprise Marketing Management (EMM) OverviewEnterprise Marketing Management (EMM) Overview
Enterprise Marketing Management (EMM) OverviewRussellRosen
 
Κωστής Χλουβεράκης, 2nd Hellenic Innovation Forum
Κωστής Χλουβεράκης, 2nd Hellenic Innovation ForumΚωστής Χλουβεράκης, 2nd Hellenic Innovation Forum
Κωστής Χλουβεράκης, 2nd Hellenic Innovation ForumStarttech Ventures
 
Omma metrics yuchun_lee
Omma metrics yuchun_leeOmma metrics yuchun_lee
Omma metrics yuchun_leeMediaPost
 
Peak at NRF 2020: Retail's Big Show
Peak at NRF 2020: Retail's Big ShowPeak at NRF 2020: Retail's Big Show
Peak at NRF 2020: Retail's Big ShowJonTaylor93
 
Five FinTech Trends in 2018
Five FinTech Trends in 2018Five FinTech Trends in 2018
Five FinTech Trends in 2018PortfolioQuest
 
Elevating customer analytics - how to gain a 720 degree view of your customer
Elevating customer analytics - how to gain a 720 degree view of your customerElevating customer analytics - how to gain a 720 degree view of your customer
Elevating customer analytics - how to gain a 720 degree view of your customerActian Corporation
 
The IoT X factor: Maximizing customer & employee experiences_MTI
The IoT X factor: Maximizing customer & employee experiences_MTIThe IoT X factor: Maximizing customer & employee experiences_MTI
The IoT X factor: Maximizing customer & employee experiences_MTINational Retail Federation
 
Digital Transformation in Automotive Industry Chinese-German CAR Symposium
Digital Transformation in Automotive Industry Chinese-German CAR SymposiumDigital Transformation in Automotive Industry Chinese-German CAR Symposium
Digital Transformation in Automotive Industry Chinese-German CAR Symposiumaccenture
 
How to Wrangle Data for Machine Learning on AWS
 How to Wrangle Data for Machine Learning on AWS How to Wrangle Data for Machine Learning on AWS
How to Wrangle Data for Machine Learning on AWSAmazon Web Services
 
Digital marketing pharma - google event
Digital marketing   pharma - google eventDigital marketing   pharma - google event
Digital marketing pharma - google eventDaniel Viveiros
 
The Next Digital Marketing- Digital Pharma presentation by Ci&T and Google
The Next Digital Marketing- Digital Pharma presentation by Ci&T and GoogleThe Next Digital Marketing- Digital Pharma presentation by Ci&T and Google
The Next Digital Marketing- Digital Pharma presentation by Ci&T and GoogleCI&T
 
Big Data Customer Experience Analytics -- The Next Big Opportunity for You
Big Data Customer Experience Analytics -- The Next Big Opportunity for You Big Data Customer Experience Analytics -- The Next Big Opportunity for You
Big Data Customer Experience Analytics -- The Next Big Opportunity for You Dr.Dinesh Chandrasekar PhD(hc)
 
Digital trends: AI in marketing
Digital trends: AI in marketingDigital trends: AI in marketing
Digital trends: AI in marketingasthajain100
 

Similaire à Digital Servicing Using Artificial Intelligence (20)

Solving Big Data Industry Use Cases with AWS Cloud Computing
Solving Big Data Industry Use Cases with AWS Cloud ComputingSolving Big Data Industry Use Cases with AWS Cloud Computing
Solving Big Data Industry Use Cases with AWS Cloud Computing
 
Thabo Ndlela- Leveraging AI for enhanced Customer Service and Experience
Thabo Ndlela- Leveraging AI for enhanced Customer Service and ExperienceThabo Ndlela- Leveraging AI for enhanced Customer Service and Experience
Thabo Ndlela- Leveraging AI for enhanced Customer Service and Experience
 
How artificial intelligence (AI) can help maximize customer intelligence ROI
How artificial intelligence (AI) can help maximize customer intelligence ROIHow artificial intelligence (AI) can help maximize customer intelligence ROI
How artificial intelligence (AI) can help maximize customer intelligence ROI
 
CDP for Retail Webinar with Appnovation - Q2 2022.pdf
CDP for Retail Webinar with Appnovation - Q2 2022.pdfCDP for Retail Webinar with Appnovation - Q2 2022.pdf
CDP for Retail Webinar with Appnovation - Q2 2022.pdf
 
Innov day big data enabler & business opportunities(1)
Innov day   big data enabler & business opportunities(1)Innov day   big data enabler & business opportunities(1)
Innov day big data enabler & business opportunities(1)
 
AI/ML: Breaking through the hype to deliver strong business outcomes_AWS_Peak...
AI/ML: Breaking through the hype to deliver strong business outcomes_AWS_Peak...AI/ML: Breaking through the hype to deliver strong business outcomes_AWS_Peak...
AI/ML: Breaking through the hype to deliver strong business outcomes_AWS_Peak...
 
Enterprise Marketing Management (EMM) Overview
Enterprise Marketing Management (EMM) OverviewEnterprise Marketing Management (EMM) Overview
Enterprise Marketing Management (EMM) Overview
 
Κωστής Χλουβεράκης, 2nd Hellenic Innovation Forum
Κωστής Χλουβεράκης, 2nd Hellenic Innovation ForumΚωστής Χλουβεράκης, 2nd Hellenic Innovation Forum
Κωστής Χλουβεράκης, 2nd Hellenic Innovation Forum
 
Omma metrics yuchun_lee
Omma metrics yuchun_leeOmma metrics yuchun_lee
Omma metrics yuchun_lee
 
Data & AI Master Class - Jan Klawer, Artefact
Data & AI Master Class - Jan Klawer, ArtefactData & AI Master Class - Jan Klawer, Artefact
Data & AI Master Class - Jan Klawer, Artefact
 
Peak at NRF 2020: Retail's Big Show
Peak at NRF 2020: Retail's Big ShowPeak at NRF 2020: Retail's Big Show
Peak at NRF 2020: Retail's Big Show
 
Five FinTech Trends in 2018
Five FinTech Trends in 2018Five FinTech Trends in 2018
Five FinTech Trends in 2018
 
Elevating customer analytics - how to gain a 720 degree view of your customer
Elevating customer analytics - how to gain a 720 degree view of your customerElevating customer analytics - how to gain a 720 degree view of your customer
Elevating customer analytics - how to gain a 720 degree view of your customer
 
The IoT X factor: Maximizing customer & employee experiences_MTI
The IoT X factor: Maximizing customer & employee experiences_MTIThe IoT X factor: Maximizing customer & employee experiences_MTI
The IoT X factor: Maximizing customer & employee experiences_MTI
 
Digital Transformation in Automotive Industry Chinese-German CAR Symposium
Digital Transformation in Automotive Industry Chinese-German CAR SymposiumDigital Transformation in Automotive Industry Chinese-German CAR Symposium
Digital Transformation in Automotive Industry Chinese-German CAR Symposium
 
How to Wrangle Data for Machine Learning on AWS
 How to Wrangle Data for Machine Learning on AWS How to Wrangle Data for Machine Learning on AWS
How to Wrangle Data for Machine Learning on AWS
 
Digital marketing pharma - google event
Digital marketing   pharma - google eventDigital marketing   pharma - google event
Digital marketing pharma - google event
 
The Next Digital Marketing- Digital Pharma presentation by Ci&T and Google
The Next Digital Marketing- Digital Pharma presentation by Ci&T and GoogleThe Next Digital Marketing- Digital Pharma presentation by Ci&T and Google
The Next Digital Marketing- Digital Pharma presentation by Ci&T and Google
 
Big Data Customer Experience Analytics -- The Next Big Opportunity for You
Big Data Customer Experience Analytics -- The Next Big Opportunity for You Big Data Customer Experience Analytics -- The Next Big Opportunity for You
Big Data Customer Experience Analytics -- The Next Big Opportunity for You
 
Digital trends: AI in marketing
Digital trends: AI in marketingDigital trends: AI in marketing
Digital trends: AI in marketing
 

Dernier

The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...Wes McKinney
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfNeo4j
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch TuesdayIvanti
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Farhan Tariq
 
Bridging Between CAD & GIS: 6 Ways to Automate Your Data Integration
Bridging Between CAD & GIS:  6 Ways to Automate Your Data IntegrationBridging Between CAD & GIS:  6 Ways to Automate Your Data Integration
Bridging Between CAD & GIS: 6 Ways to Automate Your Data Integrationmarketing932765
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality AssuranceInflectra
 
Varsha Sewlal- Cyber Attacks on Critical Critical Infrastructure
Varsha Sewlal- Cyber Attacks on Critical Critical InfrastructureVarsha Sewlal- Cyber Attacks on Critical Critical Infrastructure
Varsha Sewlal- Cyber Attacks on Critical Critical Infrastructureitnewsafrica
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Strongerpanagenda
 
Generative AI - Gitex v1Generative AI - Gitex v1.pptx
Generative AI - Gitex v1Generative AI - Gitex v1.pptxGenerative AI - Gitex v1Generative AI - Gitex v1.pptx
Generative AI - Gitex v1Generative AI - Gitex v1.pptxfnnc6jmgwh
 
Infrared simulation and processing on Nvidia platforms
Infrared simulation and processing on Nvidia platformsInfrared simulation and processing on Nvidia platforms
Infrared simulation and processing on Nvidia platformsYoss Cohen
 
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)Mark Simos
 
Microservices, Docker deploy and Microservices source code in C#
Microservices, Docker deploy and Microservices source code in C#Microservices, Docker deploy and Microservices source code in C#
Microservices, Docker deploy and Microservices source code in C#Karmanjay Verma
 
QMMS Lesson 2 - Using MS Excel Formula.pdf
QMMS Lesson 2 - Using MS Excel Formula.pdfQMMS Lesson 2 - Using MS Excel Formula.pdf
QMMS Lesson 2 - Using MS Excel Formula.pdfROWELL MARQUINA
 
Accelerating Enterprise Software Engineering with Platformless
Accelerating Enterprise Software Engineering with PlatformlessAccelerating Enterprise Software Engineering with Platformless
Accelerating Enterprise Software Engineering with PlatformlessWSO2
 
Français Patch Tuesday - Avril
Français Patch Tuesday - AvrilFrançais Patch Tuesday - Avril
Français Patch Tuesday - AvrilIvanti
 
Manual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance AuditManual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance AuditSkynet Technologies
 
UiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPathCommunity
 
JET Technology Labs White Paper for Virtualized Security and Encryption Techn...
JET Technology Labs White Paper for Virtualized Security and Encryption Techn...JET Technology Labs White Paper for Virtualized Security and Encryption Techn...
JET Technology Labs White Paper for Virtualized Security and Encryption Techn...amber724300
 
Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Hiroshi SHIBATA
 

Dernier (20)

The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
The Future Roadmap for the Composable Data Stack - Wes McKinney - Data Counci...
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdf
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch Tuesday
 
Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...Genislab builds better products and faster go-to-market with Lean project man...
Genislab builds better products and faster go-to-market with Lean project man...
 
Bridging Between CAD & GIS: 6 Ways to Automate Your Data Integration
Bridging Between CAD & GIS:  6 Ways to Automate Your Data IntegrationBridging Between CAD & GIS:  6 Ways to Automate Your Data Integration
Bridging Between CAD & GIS: 6 Ways to Automate Your Data Integration
 
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance[Webinar] SpiraTest - Setting New Standards in Quality Assurance
[Webinar] SpiraTest - Setting New Standards in Quality Assurance
 
Varsha Sewlal- Cyber Attacks on Critical Critical Infrastructure
Varsha Sewlal- Cyber Attacks on Critical Critical InfrastructureVarsha Sewlal- Cyber Attacks on Critical Critical Infrastructure
Varsha Sewlal- Cyber Attacks on Critical Critical Infrastructure
 
How Tech Giants Cut Corners to Harvest Data for A.I.
How Tech Giants Cut Corners to Harvest Data for A.I.How Tech Giants Cut Corners to Harvest Data for A.I.
How Tech Giants Cut Corners to Harvest Data for A.I.
 
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better StrongerModern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
Modern Roaming for Notes and Nomad – Cheaper Faster Better Stronger
 
Generative AI - Gitex v1Generative AI - Gitex v1.pptx
Generative AI - Gitex v1Generative AI - Gitex v1.pptxGenerative AI - Gitex v1Generative AI - Gitex v1.pptx
Generative AI - Gitex v1Generative AI - Gitex v1.pptx
 
Infrared simulation and processing on Nvidia platforms
Infrared simulation and processing on Nvidia platformsInfrared simulation and processing on Nvidia platforms
Infrared simulation and processing on Nvidia platforms
 
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
Tampa BSides - The No BS SOC (slides from April 6, 2024 talk)
 
Microservices, Docker deploy and Microservices source code in C#
Microservices, Docker deploy and Microservices source code in C#Microservices, Docker deploy and Microservices source code in C#
Microservices, Docker deploy and Microservices source code in C#
 
QMMS Lesson 2 - Using MS Excel Formula.pdf
QMMS Lesson 2 - Using MS Excel Formula.pdfQMMS Lesson 2 - Using MS Excel Formula.pdf
QMMS Lesson 2 - Using MS Excel Formula.pdf
 
Accelerating Enterprise Software Engineering with Platformless
Accelerating Enterprise Software Engineering with PlatformlessAccelerating Enterprise Software Engineering with Platformless
Accelerating Enterprise Software Engineering with Platformless
 
Français Patch Tuesday - Avril
Français Patch Tuesday - AvrilFrançais Patch Tuesday - Avril
Français Patch Tuesday - Avril
 
Manual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance AuditManual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance Audit
 
UiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to HeroUiPath Community: Communication Mining from Zero to Hero
UiPath Community: Communication Mining from Zero to Hero
 
JET Technology Labs White Paper for Virtualized Security and Encryption Techn...
JET Technology Labs White Paper for Virtualized Security and Encryption Techn...JET Technology Labs White Paper for Virtualized Security and Encryption Techn...
JET Technology Labs White Paper for Virtualized Security and Encryption Techn...
 
Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024Long journey of Ruby standard library at RubyConf AU 2024
Long journey of Ruby standard library at RubyConf AU 2024
 

Digital Servicing Using Artificial Intelligence

  • 1. Digital Servicing Using Artificial Intelligence René Werner, Celcom Axiata Berhad 7/1/2018
  • 2. Artificial Intelligence & The Broader View. At Celcom we focus on leveraging AI to support our purpose statement. AI is not a self serving purpose. CELCOM´S PURPOSE STATEMENT
  • 3. 34 21 Growth in Available Bandwidth (Nielsen‘s Law of Internet Bandwidth: CAGR 50%) Growth in Compute Power (Moore‘s Law: CAGR 60%) Growth in Storage Density (Kryder‘s Law: CAGR 40%) Growth in Compute Energy Efficiency (Koomey‘s Law: CAGR 50%) 0.000 0.000 0.001 0.010 0.100 1.000 10.000 100.000 1,000.000 10,000.000 100,000.000 3/10/1954 11/6/1968 18/2/1982 28/10/1995 6/7/2009 USD/MByte Artificial Intelligence Made Possible. The progression of technologies along four key „laws“ has made AI a reality now with completely changed economics to penetrate the day-to-day live of businesses & consumers. Example: Historical Cost of Computer Memory & Storage Big DataCompute AI Source: hblock.net/storage
  • 4. Artificial Intelligence Today is NARROW. Further technology progress needed to move todays NARROW AI towards a GENERAL AI that has a broad use spectrum vs. purpose built deployments. Source: http://www.visualcapitalist.com/visualizing-trillion-fold-increase-computing-power/ TODAY´s AI vs. HUMAN BRAIN AI Assisted Movie Recommendations GENERAL vs. NARROW AI General AINarrow AI AI Assisted Natural Language Processing AI Assisted Driving AI Based „GO Expert System“ (Google Deepmind) 0%of the use cases today  Computers thinking at a level that meets or surpasses people  Abstract and independent reasoning & thinking without limitations to expertise domains  Time of Arrival: 2035+ (Estimates) 100%of the use cases today  Computers detecting useful patterns to solve problems by crunching vast amounts of data  Pattern recognition & automation usually limited to one expertise domain  Time of Arrival: today General Purpose AI
  • 5. Artificial Intelligence & Customer Service. Large amounts of unstructured (interaction) data and need to understand patterns to improve service & experience are ideal conditions to leverage narrow AI. Messy CX Data multiple interaction touchpoints divergent customer identifiers varying interaction data types (voice, text, clickstreams, ...) heterogeneous CX „Health“ data (network, service, ...) multichannel triggers for interaction journeys heterogeneous customer sentiment data Sub-Optimal Service & Experience Delivery Generate Interaction Data (Enrich Interaction with Data) Insights Creation (Pattern Recognition) Leverage Insights for Better Service & Experience Delivery (Automation) More Customers/ Lower Cost AI Enhanced Service & Experience Delivery Better Business Results Create CX Data (Clean & Rich Data Sets via Data Unification) 1 2 3 4
  • 6. LEVERAGE INSIGHTS (Automation) INSIGHTS CREATION (Pattern Recognition) CREATE CX DATA (Data Unification) Get Going on Artificial Intelligence. To be able to leverage on artificial intelligence, rich CX data sets from interaction data have to be available. Building those up and connecting them is key for reaping AI benefits. GENERATE INTERACTION DATA Retail Shops/ Branches Contact Centres Traditional Channels: Enrich Interaction Data IVR ... Digital Channels: Drive Migration to Digital Company Website Social Media Company App Others: Get deeper Usage Insights Network Experience Product Usage Experience ... 1 2 3 4 Customer Identification Journey Stitching Experience Issue Clustering Core AI Application Experience Opportunity Identification Channel Preferences & Effectiveness, Interaction Bottlenecks Customer Sentiment (State & Forecast) Channel Volumes (State & Forecasts) Automation: Use AI to Drive Action Intent Recognition (State & Forecast) Customer Service Bots Customer Service Agent Scheduling Network Field Force Dispatch ... Support: Use Insights to Drive Better Human Action Better Up- & Cross-Selling Better Network Planning Ambient Retail Influencer Marketing Six Sigma Initiatives AI Enabling AI Harvest
  • 7. We Have Achieved a Lot With This Approach. By bringing together the total ecosystem inclusive of AI, Celcom has achieved in parallel a substantial positive impact on customer experience and cost. +30 3Q173Q16 1Q183Q15 4Q17 +32 3Q15 3Q173Q16 4Q17 1Q18 RETAIL SHOPS CONTACT CENTRE 44 1247 77 TOUCH POINT NPS DIGITAL INTERACTION GROWTH SOCIAL MEDIA GROWTH 60% Celcom 4x Peers* 15% SOCIAL MEDIA REACH [YoY Growth – ‘17 vs. ´16 in %] -22% CelcomPeers* 28% SOCIAL MEDIA ENGAGEMENT [YoY Growth – `17 vs. `16 in %] 61 55 28 14 2018TD201720162015 % of All Interactions Source: SocialBaker
  • 8. LEVERAGE INSIGHTS (Automation) INSIGHTS CREATION (Pattern Recognition) CREATE CX DATA (Data Unification) Example of Deployments in Customer Service. From numerous deployments we had made in the past. GENERATE INTERACTION DATA 1 2 3 4 Retail Shops/ Branches Contact Centers Traditional Channels: Enrich Interaction Data IVR ... Digital Channels: Drive Migration to Digital Company Website Social Media Company App Other: Get deeper Usage Insights Network Experience Product Usage Experience ... Customer Identification Journey Stitching Experience Issue Clustering Core AI Application Experience Opportunity Identification Channel Preferences & Effectiveness, Interaction Bottlenecks Customer Sentiment (State & Forecast) Channel Volumes (State & Forecasts) Automation: Use AI to Drive Action Intent Recognition (State & Forecast) Customer Service Bots Customer Service Agent Scheduling Network Field Force Dispatch ... Support: Use Insights to Drive Better Human Action Better Up- & Cross-Selling Better Network Planning Ambient Retail Influencer Marketing Six Sigma Initiatives AI Enabling AI Harvest AI - Great Network Experience AI - Superior Social Media Growth AI - Contact Centre AI – Birth of Virtual Assistant AI - Voice of Customer Feedback AI – The Next Level A B C D F E
  • 9. AI - Voice of Customer Feedback. Realtime customer feedback with analytics to address problem areas. Automated Generation of Heatmap from VOC “Pounding the Rock”Realtime VOC Feedback Crowdsourcing of “Voice of Customer” on various channels & customer journey Per channels, we create heat maps by automatically tagging to the channel & journey Daily scrums leveraging on heatmaps to address problem areas A >5mn Yearly Survey
  • 10. AI - Superior Social Media Growth. Holistic approach to Social Media underpin by AI foundation. Customer Engagement Analytics and Measurement Generate Data (Quality & Quantity) • Connect and crawl the social web • Derive actionable insights • Intelligent listening • Engage key influencers • Drive media value • Posting the right content • Develop actionable insights. Eg, complain resolution, social selling & conversion etc • Define and track social metrics • Identify key influencers • Identify key customer segments Social Media Servicing Celcom Community Social Media Analytics CELCOM SOCIAL MEDIA EXCHANGE (SMEX) Setting up of social media hub to service & engage with customer, managing brand and contextual offerings B
  • 11. AI - Great Network Experience. Predictive analytics tool for automatic root cause analysis and resolution. Generation of Insights Action AreasGathering of Data Internal Network Performance Data From probes on RAN and Core Network Crowd-sourced (Anonymous) Usage Data From ~ 2.5m App users Journey NPS data From >5mn surveys 1 2 3 Example: Measuring Network Performance vs tNPS • Self-optimized network • Better network planning • Early communication of network issues to customers Example: Network Heatmap – Hot zones of the network C
  • 12. AI - Contact Centre. Predictive analytics solution to analyze customers‘ calls to improve communication and future interaction. Predictive analytics solution Predictive analytics solution to gauge customers’ emotion based on voice tone and manner Benefits • Improve interactions quality and call experience • Automatic documentation of calls • Better up-sell /cross-sell opportunities • Reduce customer attrition * Interaction with ~300k calls per month D
  • 13. AI – The Next Level. Bringing everything together. Customer analytics solution to understand and visualize individual journeys for customer across all touchpoints; seamlessly and in real-time. Improve Net Promoter Score (NPS) o Identify areas to improve pain points o Identify journeys and customers who log frequent complaints across channels Up-sell / Cross-sell opportunities o Predict next customer interaction step/channel in a journey o Linking customers to journeys and analyzing customers’ demographics, segments and sentiments Reduction in cost-to-serve o Automatic prioritization of journeys / pain points driving experience, costs, churn with built-in algorithms Customer Journey Analytics Solution Predictive analytics solution to understand and visualise customer journey across touchpoints; seamlessly and in real-time Benefits E
  • 14. AI – Birth to Virtual Agents. Launched smart virtual agents with distinct character for a more personalized experience. Clive & Emma State-of-art intelligent Virtual Agent with 2 personas powered by Microsoft technology. Currently, it can perform the following functions: • Prepaid & Postpaid – check bill/balances, reload/pay bills, check data usage, add VAS & Mobile Internet • Humanized tone • Small Talk & Personas • Ability to handover to Live Agents Next phase is to grow the Virtual Agent to perform more activities • Handling of natural language capabilities • Interface from “voice to text” and from “text to voice” • Handling of more transactions • Expansion to other servicing channels like FB Messenger F
  • 15. Artificial Intelligence & The Broader View. At Celcom we focus on leveraging AI to support our purpose statement. AI is not a self serving purpose. CELCOM´S PURPOSE STATEMENT
  • 16. THANK YOU !!! If you have questions contact me as below: rene.werner@celcom.com.my Linkedin.com/in/rene-werner