Unlock the power of
data-driven optimization

Unlock the power of
data-driven optimization

Unlock the power of
data-driven optimization

Unlock the power of
data-driven optimization

A collaborative engine for growth and insight

The Piano Test Lab is an exclusive, collaborative initiative led by our Strategic Services team for forward-thinking clients who want to push the boundaries of A/B experimentation. Transform insight into impact through advanced testing, strategic guidance, and shared learning, all designed to drive measurable business growth.

A collaborative engine for growth and insight

The Piano Test Lab is an exclusive, collaborative initiative led by our Strategic Services team for forward-thinking clients who want to push the boundaries of A/B experimentation. Transform insight into impact through advanced testing, strategic guidance, and shared learning, all designed to drive measurable business growth.

A collaborative engine for growth and insight

The Piano Test Lab is an exclusive, collaborative initiative led by our Strategic Services team for forward-thinking clients who want to push the boundaries of A/B experimentation. Transform insight into impact through advanced testing, strategic guidance, and shared learning, all designed to drive measurable business growth.

A collaborative engine for growth and insight

The Piano Test Lab is an exclusive, collaborative initiative led by our Strategic Services team for forward-thinking clients who want to push the boundaries of A/B experimentation. Transform insight into impact through advanced testing, strategic guidance, and shared learning, all designed to drive measurable business growth.

A collaborative engine for growth and insight

The Piano Test Lab is an exclusive, collaborative initiative led by our Strategic Services team for forward-thinking clients who want to push the boundaries of A/B experimentation. Transform insight into impact through advanced testing, strategic guidance, and shared learning, all designed to drive measurable business growth.

Expert-designed tests

Piano’s award-winning query building system enables fast and flexible data analysis. It’s a cutting edge analysis suite informed by more than a decade of our working with data teams.

Full-service support

Dedicated support email, setup assistance, and ongoing guidance throughout each test.

Expert-designed tests

Piano’s award-winning query building system enables fast and flexible data analysis. It’s a cutting edge analysis suite informed by more than a decade of our working with data teams.

Full-service support

Dedicated support email, setup assistance, and ongoing guidance throughout each test.

Expert-designed tests

Piano’s award-winning query building system enables fast and flexible data analysis. It’s a cutting edge analysis suite informed by more than a decade of our working with data teams.

Full-service support

Dedicated support email, setup assistance, and ongoing guidance throughout each test.

Expert-designed tests

Piano’s award-winning query building system enables fast and flexible data analysis. It’s a cutting edge analysis suite informed by more than a decade of our working with data teams.

Full-service support

Dedicated support email, setup assistance, and ongoing guidance throughout each test.

Expert-designed tests

Piano’s award-winning query building system enables fast and flexible data analysis. It’s a cutting edge analysis suite informed by more than a decade of our working with data teams.

Full-service support

Dedicated support email, setup assistance, and ongoing guidance throughout each test.

Actionable results

Custom benchmark reports with clear recommendations and industry context.

Product influence

Your feedback directly shapes Piano's roadmap and future capabilities.

Actionable results

Custom benchmark reports with clear recommendations and industry context.

Product influence

Your feedback directly shapes Piano's roadmap and future capabilities.

Actionable results

Custom benchmark reports with clear recommendations and industry context.

Product influence

Your feedback directly shapes Piano's roadmap and future capabilities.

Actionable results

Custom benchmark reports with clear recommendations and industry context.

Product influence

Your feedback directly shapes Piano's roadmap and future capabilities.

Actionable results

Custom benchmark reports with clear recommendations and industry context.

Product influence

Your feedback directly shapes Piano's roadmap and future capabilities.

"

Very helpful insights. We're thrilled with the results and have kept the content recommendation modal in place. The test lab aligned perfectly with the features we wanted to experiment with. We're looking forward to participating in the next Piano Test Lab!"  

"

Piano Test Lab participant  

"

Very helpful insights. We're thrilled with the results and have kept the content recommendation modal in place. The test lab aligned perfectly with the features we wanted to experiment with. We're looking forward to participating in the next Piano Test Lab!"  

"

Piano Test Lab participant  

"

Very helpful insights. We're thrilled with the results and have kept the content recommendation modal in place. The test lab aligned perfectly with the features we wanted to experiment with. We're looking forward to participating in the next Piano Test Lab!"  

"

Piano Test Lab participant  

"

Very helpful insights. We're thrilled with the results and have kept the content recommendation modal in place. The test lab aligned perfectly with the features we wanted to experiment with. We're looking forward to participating in the next Piano Test Lab!"  

"

Piano Test Lab participant  

"

Very helpful insights. We're thrilled with the results and have kept the content recommendation modal in place. The test lab aligned perfectly with the features we wanted to experiment with. We're looking forward to participating in the next Piano Test Lab!"  

"

Piano Test Lab participant  

Why join Piano Test Lab

Why join Piano Test Lab

Why join Piano Test Lab

Why join Piano Test Lab

Why join Piano Test Lab

Collaborative testing

Join fellow Piano clients in testing cutting-edge features and optimization strategies designed by our product and strategy experts.

Comprehensive support

From onboarding kits to setup webinars and configuration reviews – we guide you through every step of the implementation and testing process.

Collaborative testing

Join fellow Piano clients in testing cutting-edge features and optimization strategies designed by our product and strategy experts.

Comprehensive support

From onboarding kits to setup webinars and configuration reviews – we guide you through every step of the implementation and testing process.

Collaborative testing

Join fellow Piano clients in testing cutting-edge features and optimization strategies designed by our product and strategy experts.

Comprehensive support

From onboarding kits to setup webinars and configuration reviews – we guide you through every step of the implementation and testing process.

Collaborative testing

Join fellow Piano clients in testing cutting-edge features and optimization strategies designed by our product and strategy experts.

Comprehensive support

From onboarding kits to setup webinars and configuration reviews – we guide you through every step of the implementation and testing process.

Collaborative testing

Join fellow Piano clients in testing cutting-edge features and optimization strategies designed by our product and strategy experts.

Comprehensive support

From onboarding kits to setup webinars and configuration reviews – we guide you through every step of the implementation and testing process.

Benchmark insights

Receive detailed analysis comparing your results against anonymized industry peers, giving you context for your performance.

No risk, maximum learning

Tests are designed with built-in safeguards and emergency protocols, so you can experiment with confidence.

Benchmark insights

Receive detailed analysis comparing your results against anonymized industry peers, giving you context for your performance.

No risk, maximum learning

Tests are designed with built-in safeguards and emergency protocols, so you can experiment with confidence.

Benchmark insights

Receive detailed analysis comparing your results against anonymized industry peers, giving you context for your performance.

No risk, maximum learning

Tests are designed with built-in safeguards and emergency protocols, so you can experiment with confidence.

Benchmark insights

Receive detailed analysis comparing your results against anonymized industry peers, giving you context for your performance.

No risk, maximum learning

Tests are designed with built-in safeguards and emergency protocols, so you can experiment with confidence.

Benchmark insights

Receive detailed analysis comparing your results against anonymized industry peers, giving you context for your performance.

No risk, maximum learning

Tests are designed with built-in safeguards and emergency protocols, so you can experiment with confidence.

A/B testing: then and now

A/B testing: then and now

A/B testing: then and now

A/B testing: then and now

A/B testing: then and now

Traditional A/B Testing

Piano Test Lab

Test on your own

Expert-designed test strategy

Limited context for results

Industry benchmark comparisons

Working in silos

Collaborative learning community

Trial and error

Proven methodologies

Internal resources only

Full Piano team support

How it works

How it works

How it works

How it works

How it works

1

Qualify

Qualify

Qualify

Qualify

Our Strategic Services team identifies experiments based on product and industry opportunities, then invites clients using relevant Piano features. Participants must be active Piano Activation clients, committed to 4–6 weeks, maintain stable site configurations, and be comfortable sharing anonymized results for benchmarking. 

2

Test

Test

Test

Test

With Piano's guidance, templates, and technical support, you'll configure the required experiences and tracking. Experiments run on a structured timeline with stable configurations to ensure accurate, reliable data collection. 

With Piano's guidance, templates, and technical support, you'll configure the required experiences and tracking. Experiments run on a structured timeline with stable configurations to ensure accurate, reliable data collection. 

1

1

Media & publishing

Media & publishing

Fragmented audience data, ad revenue pressure, unpredictable conversion paths

3

Learning

Learning

Learning

Learning

We analyze performance together, benchmarking against industry standards and peer data. Winning strategies can be rolled out across your properties. Insights from the experiments can inform the long-term optimization of roadmap. 

We analyze performance together, benchmarking against industry standards and peer data. Winning strategies can be rolled out across your properties. Insights from the experiments can inform the long-term optimization of roadmap. 

Past Test Lab results & deep dives

Past Test Lab results & deep dives

Past Test Lab results & deep dives

Past Test Lab results & deep dives

Past Test Lab results & deep dives

Direct vs. Indirect Checkout: What Our A/B Tests Reveal About Conversions

Can Exit-Intent Modals with Content Recommendations Transform Reader Engagement? What Our A/B Tests Reveal about User Engagement

Frequently asked questions

Frequently asked questions

Frequently asked questions

Frequently asked questions

Frequently asked questions

How often does Test Lab run?

We launch new Test Lab initiatives quarterly, each focusing on different optimization strategies and Piano capabilities.

How often does Test Lab run?

We launch new Test Lab initiatives quarterly, each focusing on different optimization strategies and Piano capabilities.

How often does Test Lab run?

We launch new Test Lab initiatives quarterly, each focusing on different optimization strategies and Piano capabilities.

How often does Test Lab run?

We launch new Test Lab initiatives quarterly, each focusing on different optimization strategies and Piano capabilities.

What if the test negatively impacts our metrics?

Every test includes built-in safeguards and emergency protocols. You can pause or stop the test at any time, and our team monitors for any performance issues. 

What if the test negatively impacts our metrics?

Every test includes built-in safeguards and emergency protocols. You can pause or stop the test at any time, and our team monitors for any performance issues. 

What if the test negatively impacts our metrics?

Every test includes built-in safeguards and emergency protocols. You can pause or stop the test at any time, and our team monitors for any performance issues. 

What if the test negatively impacts our metrics?

Every test includes built-in safeguards and emergency protocols. You can pause or stop the test at any time, and our team monitors for any performance issues. 

Do we need technical resources to participate?

Basic Piano Composer knowledge is helpful, but we provide comprehensive setup guidance. Most participants complete setup with existing team members and our support. 

Do we need technical resources to participate?

Basic Piano Composer knowledge is helpful, but we provide comprehensive setup guidance. Most participants complete setup with existing team members and our support. 

Do we need technical resources to participate?

Basic Piano Composer knowledge is helpful, but we provide comprehensive setup guidance. Most participants complete setup with existing team members and our support. 

Do we need technical resources to participate?

Basic Piano Composer knowledge is helpful, but we provide comprehensive setup guidance. Most participants complete setup with existing team members and our support. 

Will our data be shared publicly?

All participant data is anonymized in benchmark reports. Your specific results remain confidential to your organization. 

Will our data be shared publicly?

All participant data is anonymized in benchmark reports. Your specific results remain confidential to your organization. 

Will our data be shared publicly?

All participant data is anonymized in benchmark reports. Your specific results remain confidential to your organization. 

Will our data be shared publicly?

All participant data is anonymized in benchmark reports. Your specific results remain confidential to your organization. 

What's the time commitment?

Plan for 2-4 hours during setup week, 1-2 hours for testing/QA, and minimal monitoring during the active test period.  

What's the time commitment?

Plan for 2-4 hours during setup week, 1-2 hours for testing/QA, and minimal monitoring during the active test period.  

What's the time commitment?

Plan for 2-4 hours during setup week, 1-2 hours for testing/QA, and minimal monitoring during the active test period.  

What's the time commitment?

Plan for 2-4 hours during setup week, 1-2 hours for testing/QA, and minimal monitoring during the active test period.  

Can we keep the experience live after the test?

Absolutely! If results are positive, you can keep the experience running and continue optimizing based on your learnings. 

Can we keep the experience live after the test?

Absolutely! If results are positive, you can keep the experience running and continue optimizing based on your learnings. 

Can we keep the experience live after the test?

Absolutely! If results are positive, you can keep the experience running and continue optimizing based on your learnings. 

Can we keep the experience live after the test?

Absolutely! If results are positive, you can keep the experience running and continue optimizing based on your learnings.