SlideShare a Scribd company logo
Experimentation
Outcomes over OutputsFrom the real world
@AndrewRusling
Performance
@AndrewRusling
Output Outcome Impact
$
WHY HOW
Belief
Frequency
Rigor
Learning
Practice
Clarity
Focus
Effort
Outcomes
Achieved
Product Lifecycle Phases
Spark
Problem
Validation
Product
Validation
Scale Sunset
Lesson learnt:
Mindset is crucial
Photo reference: https://www.flickr.com/photos/simmogl/2449850215
Listen to your customers,
give them what they want,
not what they ask for.
Good at finding a spark
Terrible for validating the worth of that spark
Customer interviews
Image Reference: http://happilyhaverland.blogspot.com/2013/01/
Lessons Learnt: Interviews
• Pre-qualify your interviewees
• Face to face
• Ask to record the session
• Try whole team, then scale back
• Start Open, Narrow in
• Discuss your product last
Image Reference: https://www.flickr.com/photos/wocintechchat/22518583822
Your understanding What the user sees
Photo Reference: https://www.flickr.com/photos/eggrole/7524458398
Observational Testing
“Nothing is quite so humbling as being forced to
watch in silence as some poor play-tester stumbles
around your level for 20 minutes, unable to figure
out the "obvious" answer that you now realize is
completely arbitrary and impossible to figure out.”
Customer Testing
Observational Testing: Process
1. Provide an objective
2. Observe them and their screen
1. No guidance
2. Video record
3. Ask them to explain their thinking
Observational Testing: Benefits
• Challenge your design approach
• Validate hypothesis
• Dramatically increase usability
Illusion of choice
Telstra Open APIs
Surveys: Open over Closed
CD 1:
CD 2:
CD 3:
Please enter your top 3 Albums
Yield: Pearl Jam
1
2
3
4
5
Please prioritise these Albums
AC DC Live: AC DC
Meddle: Pink Floyd
Garbage: Garbage
Wish you were here: Pink Floyd
CLOSED OPEN
• Alt. Background colour
• Alt. Background
• Alt. Eye direction
• Alt. Barry direction
• Alt. Barry image
• Just Letters
• Just jetpack
• Overlay text
• Etc. etc.
Always set a hypothesis
• Yes it will be a guess!
• Guess hypothesis still educate
? Baseline: Messaging anytime
Hypothesis: Messaging during prime time will increase open rate.
Validated
Invalidated
Photo by: https://www.deviantart.com/romanjones, Licensed by Creative Commons
Hypothesis can only be disproven
Versions released each week
1. Baseline version, just basic game, no
progression.
2. Improved tutorial
3. UI/UX tweaks
4. First trial of progression system
5. Second trial of different progression system
6. Third trial of different progression system
0
50
100
150
200
250
300
350
400
450
500
1 2 3 4 5 6 7
ACTIVEUSERS
END OF WEEK
Total Retention
Tutorial
UI/UX
Progress1
Progress2
Progress3
Base
0
50
100
150
200
250
300
350
400
450
500
1 2 3 4 5 6 7
ACTIVEUSERS
END OF WEEK
Total Retention with Cohort Size
Tutorial
UI/UX
Progress1
Progress2
Progress3
Base
0
10
20
30
40
50
60
70
80
1 2 3 4 5 6 7
%ofactiveUsersbycohort
End of week
Retention by Cohort
TutorialUI/UX
Progress 1
Progress 2
Progress 3
Base
Key Lessons I learnt
• Mindset is crucial
• Listen to your customers
• Customer Interviews
• Observational testing
• Survey's need to be open
• Always set a hypothesis
• Negative hypothesis
• Cohort analysis
bit.ly/OutputsToOutcomes
Blog:
www.journey-to-better.com
bit.ly/FreeAgilePosters
bit.ly/ScrumRolesGame bit.ly/Weekend_Escape
andrewrusling@hotmail.com
@andrewrusling
Thank you

More Related Content

Similar to Experimentation from the real world

EdUI 2016: How to Implement Low-Tech, High-Impact Usability Testing
EdUI 2016: How to Implement Low-Tech, High-Impact Usability TestingEdUI 2016: How to Implement Low-Tech, High-Impact Usability Testing
EdUI 2016: How to Implement Low-Tech, High-Impact Usability Testing
Melissa Eggleston
 
Learn Learning + Prototype Testing
Learn Learning + Prototype TestingLearn Learning + Prototype Testing
Learn Learning + Prototype Testing
Dave Hora
 
Film openings
Film openingsFilm openings
Film openingsPGCEmedia
 
"Worst" practices of software testing
"Worst" practices of software testing"Worst" practices of software testing
"Worst" practices of software testing
Viktor Slavchev
 
UX techniques for customer development and making sense of qualitative data
UX techniques for customer development and making sense of qualitative dataUX techniques for customer development and making sense of qualitative data
UX techniques for customer development and making sense of qualitative data
johanna kollmann
 
Making a title sequence
Making a title sequenceMaking a title sequence
Making a title sequence
Kim Fyson
 
Audio pro forma
Audio pro formaAudio pro forma
Audio pro forma
nathanhowes3
 
Hack Schooling Presentation for TIE Colorado June 2013
Hack Schooling Presentation for TIE Colorado June 2013Hack Schooling Presentation for TIE Colorado June 2013
Hack Schooling Presentation for TIE Colorado June 2013Michelle Cordy
 
Steiner: How to Improve Your Library Instruction: Assessment in Five Minutes
Steiner: How to Improve Your Library Instruction: Assessment in Five MinutesSteiner: How to Improve Your Library Instruction: Assessment in Five Minutes
Steiner: How to Improve Your Library Instruction: Assessment in Five Minutes
ALATechSource
 
The Case of the Ouch! Demoing Inaccessible User Experiences to Bring Organiza...
The Case of the Ouch! Demoing Inaccessible User Experiences to Bring Organiza...The Case of the Ouch! Demoing Inaccessible User Experiences to Bring Organiza...
The Case of the Ouch! Demoing Inaccessible User Experiences to Bring Organiza...
Angela M. Hooker
 
The Magnificent Seven (steps of innovation)
The Magnificent Seven (steps of innovation)The Magnificent Seven (steps of innovation)
The Magnificent Seven (steps of innovation)
Kevin Watt
 
Quick Library Instruction Assessment Quizzes
Quick Library Instruction Assessment QuizzesQuick Library Instruction Assessment Quizzes
Quick Library Instruction Assessment Quizzes
Sarah Steiner
 
Rapid eLearning
Rapid eLearning Rapid eLearning
Rapid eLearning
Yum Studio
 
Steiner Workshop: How to Improve Your Library Instruction
Steiner Workshop: How to Improve Your Library InstructionSteiner Workshop: How to Improve Your Library Instruction
Steiner Workshop: How to Improve Your Library Instruction
ALATechSource
 
Say What You Mean - Effective Explanations in the Classroom
Say What You Mean - Effective Explanations in the ClassroomSay What You Mean - Effective Explanations in the Classroom
Say What You Mean - Effective Explanations in the ClassroomGATANetwork
 
Requirementless testing
Requirementless testingRequirementless testing
Requirementless testing
Julen Mohanty
 
Lightweight and ‘guerrilla’ usability testing for digital humanities projects
Lightweight and ‘guerrilla’ usability testing for digital humanities projectsLightweight and ‘guerrilla’ usability testing for digital humanities projects
Lightweight and ‘guerrilla’ usability testing for digital humanities projects
Mia
 
Use Scrum and Continuous Delivery to innovate like crazy!
Use Scrum and Continuous Delivery to innovate like crazy!Use Scrum and Continuous Delivery to innovate like crazy!
Use Scrum and Continuous Delivery to innovate like crazy!
Peter Gfader
 
5. production reflection sf 2017
5. production reflection sf 20175. production reflection sf 2017
5. production reflection sf 2017
Tommy Lister
 
Sylvia MacDonald - How the Three Amigos made us more effective - EuroSTAR 2017
Sylvia MacDonald - How the Three Amigos made us more effective - EuroSTAR  2017Sylvia MacDonald - How the Three Amigos made us more effective - EuroSTAR  2017
Sylvia MacDonald - How the Three Amigos made us more effective - EuroSTAR 2017
Sylvia MacDonald
 

Similar to Experimentation from the real world (20)

EdUI 2016: How to Implement Low-Tech, High-Impact Usability Testing
EdUI 2016: How to Implement Low-Tech, High-Impact Usability TestingEdUI 2016: How to Implement Low-Tech, High-Impact Usability Testing
EdUI 2016: How to Implement Low-Tech, High-Impact Usability Testing
 
Learn Learning + Prototype Testing
Learn Learning + Prototype TestingLearn Learning + Prototype Testing
Learn Learning + Prototype Testing
 
Film openings
Film openingsFilm openings
Film openings
 
"Worst" practices of software testing
"Worst" practices of software testing"Worst" practices of software testing
"Worst" practices of software testing
 
UX techniques for customer development and making sense of qualitative data
UX techniques for customer development and making sense of qualitative dataUX techniques for customer development and making sense of qualitative data
UX techniques for customer development and making sense of qualitative data
 
Making a title sequence
Making a title sequenceMaking a title sequence
Making a title sequence
 
Audio pro forma
Audio pro formaAudio pro forma
Audio pro forma
 
Hack Schooling Presentation for TIE Colorado June 2013
Hack Schooling Presentation for TIE Colorado June 2013Hack Schooling Presentation for TIE Colorado June 2013
Hack Schooling Presentation for TIE Colorado June 2013
 
Steiner: How to Improve Your Library Instruction: Assessment in Five Minutes
Steiner: How to Improve Your Library Instruction: Assessment in Five MinutesSteiner: How to Improve Your Library Instruction: Assessment in Five Minutes
Steiner: How to Improve Your Library Instruction: Assessment in Five Minutes
 
The Case of the Ouch! Demoing Inaccessible User Experiences to Bring Organiza...
The Case of the Ouch! Demoing Inaccessible User Experiences to Bring Organiza...The Case of the Ouch! Demoing Inaccessible User Experiences to Bring Organiza...
The Case of the Ouch! Demoing Inaccessible User Experiences to Bring Organiza...
 
The Magnificent Seven (steps of innovation)
The Magnificent Seven (steps of innovation)The Magnificent Seven (steps of innovation)
The Magnificent Seven (steps of innovation)
 
Quick Library Instruction Assessment Quizzes
Quick Library Instruction Assessment QuizzesQuick Library Instruction Assessment Quizzes
Quick Library Instruction Assessment Quizzes
 
Rapid eLearning
Rapid eLearning Rapid eLearning
Rapid eLearning
 
Steiner Workshop: How to Improve Your Library Instruction
Steiner Workshop: How to Improve Your Library InstructionSteiner Workshop: How to Improve Your Library Instruction
Steiner Workshop: How to Improve Your Library Instruction
 
Say What You Mean - Effective Explanations in the Classroom
Say What You Mean - Effective Explanations in the ClassroomSay What You Mean - Effective Explanations in the Classroom
Say What You Mean - Effective Explanations in the Classroom
 
Requirementless testing
Requirementless testingRequirementless testing
Requirementless testing
 
Lightweight and ‘guerrilla’ usability testing for digital humanities projects
Lightweight and ‘guerrilla’ usability testing for digital humanities projectsLightweight and ‘guerrilla’ usability testing for digital humanities projects
Lightweight and ‘guerrilla’ usability testing for digital humanities projects
 
Use Scrum and Continuous Delivery to innovate like crazy!
Use Scrum and Continuous Delivery to innovate like crazy!Use Scrum and Continuous Delivery to innovate like crazy!
Use Scrum and Continuous Delivery to innovate like crazy!
 
5. production reflection sf 2017
5. production reflection sf 20175. production reflection sf 2017
5. production reflection sf 2017
 
Sylvia MacDonald - How the Three Amigos made us more effective - EuroSTAR 2017
Sylvia MacDonald - How the Three Amigos made us more effective - EuroSTAR  2017Sylvia MacDonald - How the Three Amigos made us more effective - EuroSTAR  2017
Sylvia MacDonald - How the Three Amigos made us more effective - EuroSTAR 2017
 

More from Andrew Rusling

Personal kanban
Personal kanbanPersonal kanban
Personal kanban
Andrew Rusling
 
Feedback dojo
Feedback dojoFeedback dojo
Feedback dojo
Andrew Rusling
 
Lean Startup Experimentation, outputs to outcomes, short version.
Lean Startup Experimentation, outputs to outcomes, short version.Lean Startup Experimentation, outputs to outcomes, short version.
Lean Startup Experimentation, outputs to outcomes, short version.
Andrew Rusling
 
21 Experiments to Increase Throughput
21 Experiments to Increase Throughput21 Experiments to Increase Throughput
21 Experiments to Increase Throughput
Andrew Rusling
 
Joyous retrospectives
Joyous retrospectivesJoyous retrospectives
Joyous retrospectives
Andrew Rusling
 
21 experiments to increase velocity
21 experiments to increase velocity21 experiments to increase velocity
21 experiments to increase velocity
Andrew Rusling
 
Weekend escape
Weekend escapeWeekend escape
Weekend escape
Andrew Rusling
 
Improving throughput with the Theory of Constraints and Queuing Theory
Improving throughput with the Theory of Constraints and Queuing TheoryImproving throughput with the Theory of Constraints and Queuing Theory
Improving throughput with the Theory of Constraints and Queuing Theory
Andrew Rusling
 
Iteration Manager to Iteration Leader
Iteration Manager to Iteration LeaderIteration Manager to Iteration Leader
Iteration Manager to Iteration Leader
Andrew Rusling
 
How to sell the idea of lean
How to sell the idea of leanHow to sell the idea of lean
How to sell the idea of lean
Andrew Rusling
 

More from Andrew Rusling (10)

Personal kanban
Personal kanbanPersonal kanban
Personal kanban
 
Feedback dojo
Feedback dojoFeedback dojo
Feedback dojo
 
Lean Startup Experimentation, outputs to outcomes, short version.
Lean Startup Experimentation, outputs to outcomes, short version.Lean Startup Experimentation, outputs to outcomes, short version.
Lean Startup Experimentation, outputs to outcomes, short version.
 
21 Experiments to Increase Throughput
21 Experiments to Increase Throughput21 Experiments to Increase Throughput
21 Experiments to Increase Throughput
 
Joyous retrospectives
Joyous retrospectivesJoyous retrospectives
Joyous retrospectives
 
21 experiments to increase velocity
21 experiments to increase velocity21 experiments to increase velocity
21 experiments to increase velocity
 
Weekend escape
Weekend escapeWeekend escape
Weekend escape
 
Improving throughput with the Theory of Constraints and Queuing Theory
Improving throughput with the Theory of Constraints and Queuing TheoryImproving throughput with the Theory of Constraints and Queuing Theory
Improving throughput with the Theory of Constraints and Queuing Theory
 
Iteration Manager to Iteration Leader
Iteration Manager to Iteration LeaderIteration Manager to Iteration Leader
Iteration Manager to Iteration Leader
 
How to sell the idea of lean
How to sell the idea of leanHow to sell the idea of lean
How to sell the idea of lean
 

Recently uploaded

CADAVER AS OUR FIRST TEACHER anatomt in your.pptx
CADAVER AS OUR FIRST TEACHER anatomt in your.pptxCADAVER AS OUR FIRST TEACHER anatomt in your.pptx
CADAVER AS OUR FIRST TEACHER anatomt in your.pptx
fakeloginn69
 
3.0 Project 2_ Developing My Brand Identity Kit.pptx
3.0 Project 2_ Developing My Brand Identity Kit.pptx3.0 Project 2_ Developing My Brand Identity Kit.pptx
3.0 Project 2_ Developing My Brand Identity Kit.pptx
tanyjahb
 
Premium MEAN Stack Development Solutions for Modern Businesses
Premium MEAN Stack Development Solutions for Modern BusinessesPremium MEAN Stack Development Solutions for Modern Businesses
Premium MEAN Stack Development Solutions for Modern Businesses
SynapseIndia
 
FINAL PRESENTATION.pptx12143241324134134
FINAL PRESENTATION.pptx12143241324134134FINAL PRESENTATION.pptx12143241324134134
FINAL PRESENTATION.pptx12143241324134134
LR1709MUSIC
 
Brand Analysis for an artist named Struan
Brand Analysis for an artist named StruanBrand Analysis for an artist named Struan
Brand Analysis for an artist named Struan
sarahvanessa51503
 
Digital Transformation in PLM - WHAT and HOW - for distribution.pdf
Digital Transformation in PLM - WHAT and HOW - for distribution.pdfDigital Transformation in PLM - WHAT and HOW - for distribution.pdf
Digital Transformation in PLM - WHAT and HOW - for distribution.pdf
Jos Voskuil
 
What is the TDS Return Filing Due Date for FY 2024-25.pdf
What is the TDS Return Filing Due Date for FY 2024-25.pdfWhat is the TDS Return Filing Due Date for FY 2024-25.pdf
What is the TDS Return Filing Due Date for FY 2024-25.pdf
seoforlegalpillers
 
The-McKinsey-7S-Framework. strategic management
The-McKinsey-7S-Framework. strategic managementThe-McKinsey-7S-Framework. strategic management
The-McKinsey-7S-Framework. strategic management
Bojamma2
 
Introduction to Amazon company 111111111111
Introduction to Amazon company 111111111111Introduction to Amazon company 111111111111
Introduction to Amazon company 111111111111
zoyaansari11365
 
What are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdfWhat are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdf
HumanResourceDimensi1
 
BeMetals Presentation_May_22_2024 .pdf
BeMetals Presentation_May_22_2024   .pdfBeMetals Presentation_May_22_2024   .pdf
BeMetals Presentation_May_22_2024 .pdf
DerekIwanaka1
 
anas about venice for grade 6f about venice
anas about venice for grade 6f about veniceanas about venice for grade 6f about venice
anas about venice for grade 6f about venice
anasabutalha2013
 
Attending a job Interview for B1 and B2 Englsih learners
Attending a job Interview for B1 and B2 Englsih learnersAttending a job Interview for B1 and B2 Englsih learners
Attending a job Interview for B1 and B2 Englsih learners
Erika906060
 
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...Accpac to QuickBooks Conversion Navigating the Transition with Online Account...
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...
PaulBryant58
 
一比一原版加拿大渥太华大学毕业证(uottawa毕业证书)如何办理
一比一原版加拿大渥太华大学毕业证(uottawa毕业证书)如何办理一比一原版加拿大渥太华大学毕业证(uottawa毕业证书)如何办理
一比一原版加拿大渥太华大学毕业证(uottawa毕业证书)如何办理
taqyed
 
20240425_ TJ Communications Credentials_compressed.pdf
20240425_ TJ Communications Credentials_compressed.pdf20240425_ TJ Communications Credentials_compressed.pdf
20240425_ TJ Communications Credentials_compressed.pdf
tjcomstrang
 
Maksym Vyshnivetskyi: PMO Quality Management (UA)
Maksym Vyshnivetskyi: PMO Quality Management (UA)Maksym Vyshnivetskyi: PMO Quality Management (UA)
Maksym Vyshnivetskyi: PMO Quality Management (UA)
Lviv Startup Club
 
Sustainability: Balancing the Environment, Equity & Economy
Sustainability: Balancing the Environment, Equity & EconomySustainability: Balancing the Environment, Equity & Economy
Sustainability: Balancing the Environment, Equity & Economy
Operational Excellence Consulting
 
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdfSearch Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Arihant Webtech Pvt. Ltd
 
Unveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdfUnveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdf
Sam H
 

Recently uploaded (20)

CADAVER AS OUR FIRST TEACHER anatomt in your.pptx
CADAVER AS OUR FIRST TEACHER anatomt in your.pptxCADAVER AS OUR FIRST TEACHER anatomt in your.pptx
CADAVER AS OUR FIRST TEACHER anatomt in your.pptx
 
3.0 Project 2_ Developing My Brand Identity Kit.pptx
3.0 Project 2_ Developing My Brand Identity Kit.pptx3.0 Project 2_ Developing My Brand Identity Kit.pptx
3.0 Project 2_ Developing My Brand Identity Kit.pptx
 
Premium MEAN Stack Development Solutions for Modern Businesses
Premium MEAN Stack Development Solutions for Modern BusinessesPremium MEAN Stack Development Solutions for Modern Businesses
Premium MEAN Stack Development Solutions for Modern Businesses
 
FINAL PRESENTATION.pptx12143241324134134
FINAL PRESENTATION.pptx12143241324134134FINAL PRESENTATION.pptx12143241324134134
FINAL PRESENTATION.pptx12143241324134134
 
Brand Analysis for an artist named Struan
Brand Analysis for an artist named StruanBrand Analysis for an artist named Struan
Brand Analysis for an artist named Struan
 
Digital Transformation in PLM - WHAT and HOW - for distribution.pdf
Digital Transformation in PLM - WHAT and HOW - for distribution.pdfDigital Transformation in PLM - WHAT and HOW - for distribution.pdf
Digital Transformation in PLM - WHAT and HOW - for distribution.pdf
 
What is the TDS Return Filing Due Date for FY 2024-25.pdf
What is the TDS Return Filing Due Date for FY 2024-25.pdfWhat is the TDS Return Filing Due Date for FY 2024-25.pdf
What is the TDS Return Filing Due Date for FY 2024-25.pdf
 
The-McKinsey-7S-Framework. strategic management
The-McKinsey-7S-Framework. strategic managementThe-McKinsey-7S-Framework. strategic management
The-McKinsey-7S-Framework. strategic management
 
Introduction to Amazon company 111111111111
Introduction to Amazon company 111111111111Introduction to Amazon company 111111111111
Introduction to Amazon company 111111111111
 
What are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdfWhat are the main advantages of using HR recruiter services.pdf
What are the main advantages of using HR recruiter services.pdf
 
BeMetals Presentation_May_22_2024 .pdf
BeMetals Presentation_May_22_2024   .pdfBeMetals Presentation_May_22_2024   .pdf
BeMetals Presentation_May_22_2024 .pdf
 
anas about venice for grade 6f about venice
anas about venice for grade 6f about veniceanas about venice for grade 6f about venice
anas about venice for grade 6f about venice
 
Attending a job Interview for B1 and B2 Englsih learners
Attending a job Interview for B1 and B2 Englsih learnersAttending a job Interview for B1 and B2 Englsih learners
Attending a job Interview for B1 and B2 Englsih learners
 
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...Accpac to QuickBooks Conversion Navigating the Transition with Online Account...
Accpac to QuickBooks Conversion Navigating the Transition with Online Account...
 
一比一原版加拿大渥太华大学毕业证(uottawa毕业证书)如何办理
一比一原版加拿大渥太华大学毕业证(uottawa毕业证书)如何办理一比一原版加拿大渥太华大学毕业证(uottawa毕业证书)如何办理
一比一原版加拿大渥太华大学毕业证(uottawa毕业证书)如何办理
 
20240425_ TJ Communications Credentials_compressed.pdf
20240425_ TJ Communications Credentials_compressed.pdf20240425_ TJ Communications Credentials_compressed.pdf
20240425_ TJ Communications Credentials_compressed.pdf
 
Maksym Vyshnivetskyi: PMO Quality Management (UA)
Maksym Vyshnivetskyi: PMO Quality Management (UA)Maksym Vyshnivetskyi: PMO Quality Management (UA)
Maksym Vyshnivetskyi: PMO Quality Management (UA)
 
Sustainability: Balancing the Environment, Equity & Economy
Sustainability: Balancing the Environment, Equity & EconomySustainability: Balancing the Environment, Equity & Economy
Sustainability: Balancing the Environment, Equity & Economy
 
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdfSearch Disrupted Google’s Leaked Documents Rock the SEO World.pdf
Search Disrupted Google’s Leaked Documents Rock the SEO World.pdf
 
Unveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdfUnveiling the Secrets How Does Generative AI Work.pdf
Unveiling the Secrets How Does Generative AI Work.pdf
 

Experimentation from the real world