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1 ©2017 Conviva. All Rights Reserved.
Measurement & Analytics for the Next Gen TV
“How to realize broadcast quality
with Internet video delivery?”
Olivier Wellmann, VP Product Management
Conviva’s Video AI Platform
2 ©2017 Conviva. All Rights Reserved.
3 ©2017 Conviva. All Rights Reserved.
Critical To Engagement
Source: Conviva, “2015 Consumer Survey Report”
-3
-8
-11
-14
-16
2011 2012 2013 2014 2015
Engagement Reduction (in minutes)
with 1% increase in buffering
minutes
minutes
minutes
minutes
A 1% change in
quality of experience
can decrease video
views by 16 minutes
minutes
4 ©2017 Conviva. All Rights Reserved.
INTROHow & Why?
Monitoring QoE & Audience Engagement is a Critical Priority as the
OTT Market Matures
When Problems Arise, Quickly Identifying Root Cause is the Biggest
Challenge
Publishers Monitoring Services Need the Right Quantity & Quality of
Alerts
Automation and Artificial Intelligence Helps Publishers Improve and
Optimize
5 ©2017 Conviva. All Rights Reserved.
Leaders and Innovators
AVODSVODInfra
ITALIA UK
Liberty
Global
Liberty
Global
SKY SKY SKY
FOX
FOX FOX FOX NBC NBC NBC NBC NFL NFL
Turner Turner Turner Turner
HBO HBO HBO HBO HBO
Liberty
Global
NBC
Turner
6 ©2017 Conviva. All Rights Reserved.
Video AI Architecture
VIDEO SENSOR VIDEO AI PLATFORM
ALL VIDEO
METRICS
AND METADATA
MEASUREMENT
AND
ANALYTICS
PRODUCTS & APIs
7 ©2017 Conviva. All Rights Reserved.
Scale Of Deployment
14B+
Streaming Hours/Year
3B+
Devices/Year
180+
Countries
3M
Events/Sec
all
Global CDNs
1200+
Global ISPs
2100+
Video App Types
8 ©2017 Conviva. All Rights Reserved.
What Exactly Do We Collect?
QoE
Metrics
Audience
Engagement
Content
Metadata
Infrastructure
Metadata
Average Bitrate Minutes per Play Asset name CDN
Bandwidth Plays Genre ASN
Concurrent Plays Top Content for Last 15 Minutes Length Error name
Concurrent Plays Map Top Content Summary Custom tags per stream City
Duration versus Average Bitrate Top Rising Content for Last 30 Minutes Channel / Site Device OS & version
Duration versus Play Rebuffering Ratio Total Attempts Show & season & episode App or player type
Ended Plays Total Ended Plays Viewer ID Device & client ID
Exits Before Video Start Total Unique Viewers Ad pod ID Screen size & resolution
Failures Unique Viewers … many more Browser & version
Rebuffered Plays Viewer Hours Device type & model
Rebuffering Ratio Pods Started Connection type & speed
Resource Quality Switches Pods Ended Geolocation
Video Start Failures Pods Completed
Video Start Saves Pods Abandoned
Video Startup Time Pods Actual Duration
Video Startup Time Distribution Pods/Ended Play
Wait Time Before Exit Pods/Unique Device
Pods Cumulative Duration
9 ©2017 Conviva. All Rights Reserved.9 ©2017 Conviva. All Rights Reserved.
Essential Elements
There is a massive amount
of data that must be
processed in real time
Timely
Validate each metric,
enforce consistency,
and remove noise
Accurate
Use global data and
machine learning to make
the data actionable
Actionable
10 ©2017 Conviva. All Rights Reserved.
Experience Insights
Provides a comprehensive view into your online
video business, enabling you to make critical
decisions that ensure the best viewing experience
11 ©2017 Conviva. All Rights Reserved.
Issues Causing Churn in SVOD Businesses
$21.6B
2020 OTT SVOD
revenues
21%
of subs are
churning
Lack engaging content
Unavailable rights
Content protection issues
Interrupted Experience
Resolution issues
Device challenges
Mismatched consumer
expectations
$4.5B
CHURN
REPLACEMENT
COST
250M subs
Source: Global OTT TV & Video Forecasts Report (Digital TV Research) & Conviva projections
$4.5B of 2020 OTT SVOD revenues are at risk
12 ©2017 Conviva. All Rights Reserved.
Real-Time Analysis of Quality Issues
One second granularity,
2 second updates
enables fast time-to-
resolution
Identify QoE
issues in real
time
Popularity of
concurrent plays
to enable fast
editorial
improvements
Top Content
Peak Concurrent Plays,
startup, playback, and
fidelity KPIs help track
content delivery issues.
Actionable
real-time KPIs
13 ©2017 Conviva. All Rights Reserved.
Video AI Models
Artificial Intelligence
with Transfer Learning
PREDICTION
Prediction of system and user behavior
DETECTION
Real-time detection of “events of importance”
DIAGNOSIS
Recommended actions based on diagnostic
predictions and event detection
14 ©2017 Conviva. All Rights Reserved.
Precision Delivery
Intelligence
Provides OTT providers the power to tailor and
optimize the viewing experience with automated
resource decisioning
15 ©2017 Conviva. All Rights Reserved.
GLOBAL
DATA IN
Predictive Models &
Algorithms for Viewer
Engagement
Real-time
Ingest & Control
Real-time Big-data
Processing for Video
Data Validation
and Accuracy
FROM 2.5B
PLAYERS
All this data collected
into the Conviva Platform
CONVIVA PLATFORM
Precision Delivery Intelligence
ISP 1
POLICY ENGINE:
Cost & QoE
decisioning
Precision Delivery
Intelligence
CDN A
CDN B
CDN A
buffering
issue
16 ©2017 Conviva. All Rights Reserved.
POLICY ENGINE:
Cost & QoE
decisioning
GLOBAL
DATA IN
Predictive Models &
Algorithms for Viewer
Engagement
Real-time
Ingest & Control
Real-time Big-data
Processing for Video
Data Validation
and Accuracy
FROM 2.5B
PLAYERS
Data collects into the
Conviva Platform
CONVIVA PLATFORM
Precision Delivery Intelligence
ISP 1
Precision Delivery
Intelligence
CDN B
CDN A
CDN A
switch
to CDN B
17 ©2017 Conviva. All Rights Reserved.
Sky & Conviva Case Study
18 ©2017 Conviva. All Rights Reserved.
• Conviva and Sky partnered to
delivering the highest OTT video quality
possible for Sky viewers while minimizing
CDN costs
• Conviva’s quality of experience (QoE)
analytics helped Sky discover a direct
correlation between viewer
engagement and buffering
• Sky realized that viewer engagement
dropped significantly when the
buffering ratio hit or exceeded
0.4%
Case Study
19 ©2017 Conviva. All Rights Reserved.
In Sky case, Precision is configured to analyze real time data grouped by
the following dimensions:
• ISP, CDN, Live or VOD, Streaming Protocol
• For every minute, Precision Computes Buffering for example for:
• CDN a – ISP 1 - VOD HLS
• CDN b - ISP 1 - VOD HLS
• CDN c - ISP 1 - VOD HLS
Earlier this year there was an issue affecting Now TV viewers connected
through Sky’s primary CDN that caused a buffering spike and an increase
of terminated sessions.
Precision Setup and Situation
20 ©2017 Conviva. All Rights Reserved.
Buffering Ratio
Time ISP 1 and CDN a ISP 1 and CDN b
12:00 AM 0.23 0.39
12:05 AM 0.21 0.3
12:10 AM 0.22 0.2
12:15 AM 0.21 0.05
12:20 AM 0.23 0.19
12:25 AM 4.7 0.15
12:30 AM 45.72 0.32
12:35 AM 8.67 0.17
12:40 AM 0.85 0.19
12:45 AM 0.7 0.14
12:50 AM 0.58 0.19
12:55 AM 0.56 0.18
1:00 AM 0.37 0.22
21 ©2017 Conviva. All Rights Reserved.
Total Attempts
Time ISP 1 and CDN A ISP 1 and CDN B
12:00 AM 1470 101
12:05 AM 1359 101
12:10 AM 1334 96
12:15 AM 1252 87
12:20 AM 1196 86
12:25 AM 1111 117
12:30 AM 1345 3035
12:35 AM 102 1324
12:40 AM 523 541
12:45 AM 930 64
12:50 AM 964 70
12:55 AM 871 57
1:00 AM 971 66
22 ©2017 Conviva. All Rights Reserved.
Total Attempts
Sky receives a periodic blacklisting log which shows exactly what CDN was blacklisted, where (delivery pattern)
and why (QoE metrics). This is the extract from this incident:
ISP X
ISP X
ISP X
ISP X
ISP X
ISP
ISP X
ISP X
ISP X
ISP X
ISP X
ISP X
ISP X
23 ©2017 Conviva. All Rights Reserved.
CDN Outage – AI Alerts
AI Alerts detected and reported the issue for several Conviva customers. For the
customers with a Multi CDN strategy powered by Precision, the service was
automatically restored.
24 ©2017 Conviva. All Rights Reserved.
Experience Benchmarks
Empowers customers to understand global OTT best
practices, compete in local regions, and seize
future market opportunities
25 ©2017 Conviva. All Rights Reserved.
Experience Benchmarks
Enable what-if scenario planning to achieve targeted KPI
at country & state level compared to industry data
26 ©2017 Conviva. All Rights Reserved.
Subscriber Intelligence
Provides SVOD providers the intelligence to acquire,
manage, and grow their subscription business
27 ©2017 Conviva. All Rights Reserved.
DATA
• Video start
• Bit rate
• Buffering
• Engagement
Automated
Data Feed
Process – Cleanse - Analyze
Subscribers
Subscriber Marketing
Conviva Platform
Identify quality-impacted subscribers
Subscriber
Intelligence
• In App Messages
• Marketing Automation
• Customer Care
Customer touch
data
Optimize thresholds based on
continuing analysis
Subscriber Intelligence
28 ©2017 Conviva. All Rights Reserved.
Customer Care
Intelligence
Provides OTT providers the timely and actionable
insights to proactively detect root cause of customer
issues and accelerate time to resolution
29 ©2017 Conviva. All Rights Reserved.
Customer
Care API
Integration with Your Dashboards
Your Customer Care
Dashboard
CONSUMPTION DATA:
• Engagement data by asset, type,
genre and other custom
dimensions
• Identify issues using engagement &
QoE benchmarks
• Set alerts using viewer KPI
thresholds
QoE OVERVIEW:
• View multiple QoE metrics
across many dimensions
• Benchmark against regional
and/or subscriber class peer
groups
• Quickly uncover issues using
real-time data
GLOBAL
DATA IN
Predictive Models &
Algorithms for Viewer
Engagement
Real-time
Ingest & Control
Real-time Big-data
Processing for Video
Data Validation
and Accuracy
QoE
ANALYTICS
OUT
CONSUMER VIDEO
EXPERIENCE
30 ©2017 Conviva. All Rights Reserved.
Conclusion
31 ©2017 Conviva. All Rights Reserved.
Things to Remember
• Robust ‘Big Data” Platform for the Next Generation TV
– A lightweight continuous measurement sensor combined with a real-
time cleansing, and computation thanks to the video AI platform
• Unique Global Data Set: Granular and Extremely Accurate
– 180+ countries, 10B+ streaming hours per year, 3M events per second,
1200 global ISPs, 3B+ devices per year…
• Unparalleled Artificial Intelligence and Optimization
– Industry-leading AI modeling: Leverage continuous improvement to
increase prediction accuracy for QoE, content, users, and devices
32 ©2017 Conviva. All Rights Reserved.
THANK YOU

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Conviva at Inter BEE 2017

  • 1. 1 ©2017 Conviva. All Rights Reserved. Measurement & Analytics for the Next Gen TV “How to realize broadcast quality with Internet video delivery?” Olivier Wellmann, VP Product Management Conviva’s Video AI Platform
  • 2. 2 ©2017 Conviva. All Rights Reserved.
  • 3. 3 ©2017 Conviva. All Rights Reserved. Critical To Engagement Source: Conviva, “2015 Consumer Survey Report” -3 -8 -11 -14 -16 2011 2012 2013 2014 2015 Engagement Reduction (in minutes) with 1% increase in buffering minutes minutes minutes minutes A 1% change in quality of experience can decrease video views by 16 minutes minutes
  • 4. 4 ©2017 Conviva. All Rights Reserved. INTROHow & Why? Monitoring QoE & Audience Engagement is a Critical Priority as the OTT Market Matures When Problems Arise, Quickly Identifying Root Cause is the Biggest Challenge Publishers Monitoring Services Need the Right Quantity & Quality of Alerts Automation and Artificial Intelligence Helps Publishers Improve and Optimize
  • 5. 5 ©2017 Conviva. All Rights Reserved. Leaders and Innovators AVODSVODInfra ITALIA UK Liberty Global Liberty Global SKY SKY SKY FOX FOX FOX FOX NBC NBC NBC NBC NFL NFL Turner Turner Turner Turner HBO HBO HBO HBO HBO Liberty Global NBC Turner
  • 6. 6 ©2017 Conviva. All Rights Reserved. Video AI Architecture VIDEO SENSOR VIDEO AI PLATFORM ALL VIDEO METRICS AND METADATA MEASUREMENT AND ANALYTICS PRODUCTS & APIs
  • 7. 7 ©2017 Conviva. All Rights Reserved. Scale Of Deployment 14B+ Streaming Hours/Year 3B+ Devices/Year 180+ Countries 3M Events/Sec all Global CDNs 1200+ Global ISPs 2100+ Video App Types
  • 8. 8 ©2017 Conviva. All Rights Reserved. What Exactly Do We Collect? QoE Metrics Audience Engagement Content Metadata Infrastructure Metadata Average Bitrate Minutes per Play Asset name CDN Bandwidth Plays Genre ASN Concurrent Plays Top Content for Last 15 Minutes Length Error name Concurrent Plays Map Top Content Summary Custom tags per stream City Duration versus Average Bitrate Top Rising Content for Last 30 Minutes Channel / Site Device OS & version Duration versus Play Rebuffering Ratio Total Attempts Show & season & episode App or player type Ended Plays Total Ended Plays Viewer ID Device & client ID Exits Before Video Start Total Unique Viewers Ad pod ID Screen size & resolution Failures Unique Viewers … many more Browser & version Rebuffered Plays Viewer Hours Device type & model Rebuffering Ratio Pods Started Connection type & speed Resource Quality Switches Pods Ended Geolocation Video Start Failures Pods Completed Video Start Saves Pods Abandoned Video Startup Time Pods Actual Duration Video Startup Time Distribution Pods/Ended Play Wait Time Before Exit Pods/Unique Device Pods Cumulative Duration
  • 9. 9 ©2017 Conviva. All Rights Reserved.9 ©2017 Conviva. All Rights Reserved. Essential Elements There is a massive amount of data that must be processed in real time Timely Validate each metric, enforce consistency, and remove noise Accurate Use global data and machine learning to make the data actionable Actionable
  • 10. 10 ©2017 Conviva. All Rights Reserved. Experience Insights Provides a comprehensive view into your online video business, enabling you to make critical decisions that ensure the best viewing experience
  • 11. 11 ©2017 Conviva. All Rights Reserved. Issues Causing Churn in SVOD Businesses $21.6B 2020 OTT SVOD revenues 21% of subs are churning Lack engaging content Unavailable rights Content protection issues Interrupted Experience Resolution issues Device challenges Mismatched consumer expectations $4.5B CHURN REPLACEMENT COST 250M subs Source: Global OTT TV & Video Forecasts Report (Digital TV Research) & Conviva projections $4.5B of 2020 OTT SVOD revenues are at risk
  • 12. 12 ©2017 Conviva. All Rights Reserved. Real-Time Analysis of Quality Issues One second granularity, 2 second updates enables fast time-to- resolution Identify QoE issues in real time Popularity of concurrent plays to enable fast editorial improvements Top Content Peak Concurrent Plays, startup, playback, and fidelity KPIs help track content delivery issues. Actionable real-time KPIs
  • 13. 13 ©2017 Conviva. All Rights Reserved. Video AI Models Artificial Intelligence with Transfer Learning PREDICTION Prediction of system and user behavior DETECTION Real-time detection of “events of importance” DIAGNOSIS Recommended actions based on diagnostic predictions and event detection
  • 14. 14 ©2017 Conviva. All Rights Reserved. Precision Delivery Intelligence Provides OTT providers the power to tailor and optimize the viewing experience with automated resource decisioning
  • 15. 15 ©2017 Conviva. All Rights Reserved. GLOBAL DATA IN Predictive Models & Algorithms for Viewer Engagement Real-time Ingest & Control Real-time Big-data Processing for Video Data Validation and Accuracy FROM 2.5B PLAYERS All this data collected into the Conviva Platform CONVIVA PLATFORM Precision Delivery Intelligence ISP 1 POLICY ENGINE: Cost & QoE decisioning Precision Delivery Intelligence CDN A CDN B CDN A buffering issue
  • 16. 16 ©2017 Conviva. All Rights Reserved. POLICY ENGINE: Cost & QoE decisioning GLOBAL DATA IN Predictive Models & Algorithms for Viewer Engagement Real-time Ingest & Control Real-time Big-data Processing for Video Data Validation and Accuracy FROM 2.5B PLAYERS Data collects into the Conviva Platform CONVIVA PLATFORM Precision Delivery Intelligence ISP 1 Precision Delivery Intelligence CDN B CDN A CDN A switch to CDN B
  • 17. 17 ©2017 Conviva. All Rights Reserved. Sky & Conviva Case Study
  • 18. 18 ©2017 Conviva. All Rights Reserved. • Conviva and Sky partnered to delivering the highest OTT video quality possible for Sky viewers while minimizing CDN costs • Conviva’s quality of experience (QoE) analytics helped Sky discover a direct correlation between viewer engagement and buffering • Sky realized that viewer engagement dropped significantly when the buffering ratio hit or exceeded 0.4% Case Study
  • 19. 19 ©2017 Conviva. All Rights Reserved. In Sky case, Precision is configured to analyze real time data grouped by the following dimensions: • ISP, CDN, Live or VOD, Streaming Protocol • For every minute, Precision Computes Buffering for example for: • CDN a – ISP 1 - VOD HLS • CDN b - ISP 1 - VOD HLS • CDN c - ISP 1 - VOD HLS Earlier this year there was an issue affecting Now TV viewers connected through Sky’s primary CDN that caused a buffering spike and an increase of terminated sessions. Precision Setup and Situation
  • 20. 20 ©2017 Conviva. All Rights Reserved. Buffering Ratio Time ISP 1 and CDN a ISP 1 and CDN b 12:00 AM 0.23 0.39 12:05 AM 0.21 0.3 12:10 AM 0.22 0.2 12:15 AM 0.21 0.05 12:20 AM 0.23 0.19 12:25 AM 4.7 0.15 12:30 AM 45.72 0.32 12:35 AM 8.67 0.17 12:40 AM 0.85 0.19 12:45 AM 0.7 0.14 12:50 AM 0.58 0.19 12:55 AM 0.56 0.18 1:00 AM 0.37 0.22
  • 21. 21 ©2017 Conviva. All Rights Reserved. Total Attempts Time ISP 1 and CDN A ISP 1 and CDN B 12:00 AM 1470 101 12:05 AM 1359 101 12:10 AM 1334 96 12:15 AM 1252 87 12:20 AM 1196 86 12:25 AM 1111 117 12:30 AM 1345 3035 12:35 AM 102 1324 12:40 AM 523 541 12:45 AM 930 64 12:50 AM 964 70 12:55 AM 871 57 1:00 AM 971 66
  • 22. 22 ©2017 Conviva. All Rights Reserved. Total Attempts Sky receives a periodic blacklisting log which shows exactly what CDN was blacklisted, where (delivery pattern) and why (QoE metrics). This is the extract from this incident: ISP X ISP X ISP X ISP X ISP X ISP ISP X ISP X ISP X ISP X ISP X ISP X ISP X
  • 23. 23 ©2017 Conviva. All Rights Reserved. CDN Outage – AI Alerts AI Alerts detected and reported the issue for several Conviva customers. For the customers with a Multi CDN strategy powered by Precision, the service was automatically restored.
  • 24. 24 ©2017 Conviva. All Rights Reserved. Experience Benchmarks Empowers customers to understand global OTT best practices, compete in local regions, and seize future market opportunities
  • 25. 25 ©2017 Conviva. All Rights Reserved. Experience Benchmarks Enable what-if scenario planning to achieve targeted KPI at country & state level compared to industry data
  • 26. 26 ©2017 Conviva. All Rights Reserved. Subscriber Intelligence Provides SVOD providers the intelligence to acquire, manage, and grow their subscription business
  • 27. 27 ©2017 Conviva. All Rights Reserved. DATA • Video start • Bit rate • Buffering • Engagement Automated Data Feed Process – Cleanse - Analyze Subscribers Subscriber Marketing Conviva Platform Identify quality-impacted subscribers Subscriber Intelligence • In App Messages • Marketing Automation • Customer Care Customer touch data Optimize thresholds based on continuing analysis Subscriber Intelligence
  • 28. 28 ©2017 Conviva. All Rights Reserved. Customer Care Intelligence Provides OTT providers the timely and actionable insights to proactively detect root cause of customer issues and accelerate time to resolution
  • 29. 29 ©2017 Conviva. All Rights Reserved. Customer Care API Integration with Your Dashboards Your Customer Care Dashboard CONSUMPTION DATA: • Engagement data by asset, type, genre and other custom dimensions • Identify issues using engagement & QoE benchmarks • Set alerts using viewer KPI thresholds QoE OVERVIEW: • View multiple QoE metrics across many dimensions • Benchmark against regional and/or subscriber class peer groups • Quickly uncover issues using real-time data GLOBAL DATA IN Predictive Models & Algorithms for Viewer Engagement Real-time Ingest & Control Real-time Big-data Processing for Video Data Validation and Accuracy QoE ANALYTICS OUT CONSUMER VIDEO EXPERIENCE
  • 30. 30 ©2017 Conviva. All Rights Reserved. Conclusion
  • 31. 31 ©2017 Conviva. All Rights Reserved. Things to Remember • Robust ‘Big Data” Platform for the Next Generation TV – A lightweight continuous measurement sensor combined with a real- time cleansing, and computation thanks to the video AI platform • Unique Global Data Set: Granular and Extremely Accurate – 180+ countries, 10B+ streaming hours per year, 3M events per second, 1200 global ISPs, 3B+ devices per year… • Unparalleled Artificial Intelligence and Optimization – Industry-leading AI modeling: Leverage continuous improvement to increase prediction accuracy for QoE, content, users, and devices
  • 32. 32 ©2017 Conviva. All Rights Reserved. THANK YOU