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Emotions drive conversions — and in this episode of Intended Consequences, Brian Massey sits down with Joe Putnam, founder of Conversion Engine, to explore how top-performing ecommerce brands are using AI CRO strategies to scale faster, test better, and connect more deeply with their customers.

You’ll hear how Joe’s team analyzes customer reviews at scale to uncover emotional triggers, how they test ad angles that competitors often miss, and why a “boots that hurt” campaign might not be the golden angle you think it is.

photos of Brian Massey and guest Joe Putnam

🎧 Listen to the full episode here:


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Why Emotions Still Win in Marketing (Even for Practical Products)

“People buy with emotion and justify with logic,” Joe explains — and it’s not just for luxury brands like BMW.

From cowboy boots to baby products, emotional triggers like trust, belonging, pride, and joy show up in customer language all the time. Even in seemingly utilitarian products like closet storage or bathroom scales, people make decisions based on how they feel about the product, not just what it does.

The key is knowing which emotional buttons to push, and that’s where AI CRO strategies come into play.

Finding Emotional Patterns

Sentiment analysis is the process of identifying the emotions behind the words people use — especially in product reviews, support tickets, and social comments.

Traditionally, marketers had to manually scan hundreds of reviews to pick up on these emotional patterns. Today, Joe’s team uses ChatGPT and other AI tools to streamline this process:

“We copy and paste hundreds of reviews into ChatGPT and ask it to do an emotional sentiment analysis,” Joe says. “What problems are being solved? What are people feeling? What language are they using?”

AI CRO strategies like this quickly surface pain points, unique selling propositions, and emotional value statements that can power ad copy, email campaigns, and landing pages.

Building an Emotional Connection

Once the team has pulled emotional themes from the reviews, they organize them into distinct messaging angles — each one reflecting a different emotional trigger. These angles might include:

  • Trust & security: “I know these will last. Worth every penny.”
  • Belonging: “I feel like I’m part of a community.”
  • Confidence: “I walk taller when I wear these boots.”
  • Joy & reward: “I bought these for myself as a gift. It felt amazing.”

Instead of just running ads that say, “Tired of boots that hurt?” over and over, Joe’s team builds multiple ads targeting different emotional angles. Then, they let the data reveal which message resonates most with the brand’s audience.

Takeaway: You’re probably underutilizing your customer reviews. With the right prompt, AI can uncover 3–5 powerful emotional angles you may have never tested.

Does AI-led Sentiment Analysis Work for All Products?

Yes, even for “boring” or utilitarian products. Joe explains:

“Whether you’re selling cowboy boots or closet storage, you’re always trying to tap into emotion. It might be fear, trust, anxiety, or satisfaction. But emotion is there. And when you find the right one, your results improve.”

Some products might lean into pride or aspiration. Others might connect through relief or peace of mind. In every case, the emotional experience is as important as the feature set.

Why AI Doesn’t Replace the Marketer

Let’s be clear: AI isn’t doing the job for you — it’s helping you do your job better.

Joe emphasizes that AI CRO strategies are a shortcut to better ideas, not a replacement for judgment:

“You still need human intelligence to decide which angles are worth testing, which copy resonates, and which ideas are off-brand. AI gives us more clay to mold — but we still have to be the sculptor.”

AI may generate seven ad angles. But maybe only two of them are good. With a trained marketing team, you can spot the winners, test them faster, and scale what works.

Additional Reading: How to Seamlessly Integrate AI Marketing Into Your Strategy

The Role of Landing Pages in Emotional Alignment

The best ads in the world can fail if the landing page doesn’t match the emotional promise.

One mistake Joe often sees: sending all ad traffic to the same product listing or category page, regardless of the ad’s message.

Instead, he recommends:

  • Creating custom landing pages for different ad angles.
  • Reinforcing the same emotional message from ad to landing page.
  • Using customer language throughout the copy and CTA.

“If the ad is about personal pride or reward, make sure the landing page reflects that. That emotional consistency is what drives higher conversions.”

Mistakes to Avoid with AI and CRO

While AI can be powerful, it’s not infallible. Joe warns of a few key pitfalls:

❌ Mistake 1: Believing Every Insight is Gold

Not every insight generated by AI deserves to be tested. Use your experience and brand knowledge to filter the noise.

❌ Mistake 2: Ignoring the Landing Page

Even strong ads will underperform if the landing page doesn’t deliver on the emotional promise of the creative.

❌ Mistake 3: Over-engineering Prompts

You don’t need “prompt engineering” skills to make this work. Start simple:

“Conduct emotional sentiment analysis on these reviews.”

Let the AI do the heavy lifting — then dig deeper based on what it returns.

Quickstart Guide: How to Use AI in Your Ecommerce Ad Strategy

If you want to try this for your brand, here’s a simple way to get started:

  1. Collect Reviews – Grab 100–200 reviews from your product pages or Amazon listings.
  2. Drop into ChatGPT (or your AI of choice) – Use a prompt like, “Analyze these for emotional sentiment. What feelings are customers expressing? What problems are they solving? What language repeats?”
  3. Extract Emotional Angles – Look for clusters: trust, pride, satisfaction, relief, identity, etc.
  4. Translate into Messaging Pillars – Create 3–5 core messaging angles that represent your product’s emotional impact.
  5. Test in Ads and Landing Pages – Build multiple creatives — each aligned with a different pillar — and track which one drives the most engagement and conversions.

Final Thoughts: Emotions Scale. AI Speeds It Up.

The secret to ecommerce success isn’t just in your product specs. It’s in the emotional response you trigger. And now, thanks to AI, you can discover those responses faster than ever.

As Joe Putnam puts it:

“AI doesn’t give you the final product. But it gets you 80% of the way there — and helps you uncover ideas you wouldn’t find on your own.”

Want help turning sentiment analysis into high-converting campaigns?  🔬 Talk to a Conversion Scientist

In this episode of Intended Consequences, Brian Massey sits down with Deborah O’Malley, founder of GuessTheTest.com, to explore the fast-changing world of AI in experimentation — from A/B testing myths to the ways AI is already changing how digital marketers approach conversion optimization.

And yes, they really do debate whether AI will kill our creativity.

🎧 Listen to the full episode here:


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Are You Running the Wrong A/B Tests?

Deborah pulls no punches: “People are still testing button colors and headlines when they should be testing concepts.”

That’s one of the many interesting misconceptions about experimentation. But as she explains, the most valuable insights come from big, bold tests — especially ones that challenge your brand’s assumptions. And with the arrival of generative AI, we now have the ability to scale those tests like never before.

How AI in Experimentation Is Changing the Game

AI isn’t just writing headlines — it’s redesigning the entire optimization process. Deborah and Brian explore a few critical shifts:

1. Faster Hypothesis Generation

AI can instantly produce dozens of test ideas based on your existing content, analytics, or competitor sites. This helps marketers and CRO pros move from analysis paralysis to active testing — fast.

“You can use AI to brainstorm variations you’d never think of on your own,” Deborah explains. “That means more creative testing… not less.”

2. Pattern Recognition at Scale

While most human optimizers rely on gut instinct or anecdotal evidence, AI can spot trends in user behavior across massive datasets. That means smarter test prioritization, better personalization, and tighter feedback loops.

3. Test Ideas From Outside Your Echo Chamber

AI doesn’t share your brand biases — and that’s a good thing. By using tools like ChatGPT to simulate how different personas react to your copy or design, you can explore radically new angles without waiting for an actual test to finish.

From “Interesting” to “Impactful”

One of Deborah’s boldest claims: We should stop chasing ‘interesting’ test results.

Why? Because what’s interesting isn’t always what moves the needle.

“You want tests that are valid, repeatable, and drive real business results. That’s where AI can help — it brings a level of objectivity and scale that humans alone can’t match.”

In other words, AI in experimentation isn’t replacing us — it’s upgrading us.

Want to Test Better? Start Here.

Whether you’re a CRO veteran or just getting started with testing, this episode is packed with practical insights:

✅ Which A/B tests are still worth running
✅ How to think beyond copy tweaks and start testing experiences
✅ Why generative AI might be your best brainstorming partner
✅ And how to avoid common pitfalls that make test results meaningless

And don’t worry — it’s not all tech talk. Deborah and Brian also cover the human side of experimentation, from internal politics to the fear of failure.

Learn more about conversion-focused web design and redesign that achieves better results faster.

Final Thoughts: Embrace AI in Your Testing Workflow

This episode challenges us to move past the superficial and start building testing programs that matter. Whether you’re optimizing landing pages, ecommerce funnels, or entire customer journeys, AI in experimentation is the lever that can help you scale faster and learn deeper — without sacrificing creativity.

“When used well, AI becomes the co-pilot of every test you run,” Brian says. “It accelerates creativity, supports analysis, and helps you ask better questions — the real key to CRO.”

Want to improve your testing strategy? 

💡 Talk to a Conversion Scientist and start testing what actually matters.

🔬 Learn about our fully-managed Conversion Optimization Services

Links

ABtesting.ai

LinkedIn: How to actually use AI to improve your site

Notion: AI-Driven Experimentation Tools

At the outset, your form may seem quick and easy. Everyone should know the answers to easy questions like name, email address, and birthdate. Furthermore, these are questions that everyone asks online. People should expect to answer these questions.

Yes, we know the answers. Yes, we’ve given this information up before. But, don’t call it quick and easy. It takes effort to decide if you’re trustworthy. It takes effort to decide if you’re safe. And it takes more effort than watching TV.

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You may think that we want “quick and easy”, “simple” or “short and sweet”, but we don’t. We’re completely happy with “hard but worth it”, “expensive but exciting”, and “painful in all the right ways”. These make us happy when you are able to present “worth it” clearly. They work when you make us feel the excitement. We buy when we know the right ways. Yet, it takes effort and skill to communicate “worth it” and “exciting” and “right” online.

So, we just say, “It’s easy.” Sometimes it works. In my Marketing Land column To Buy Or Not To Buy: When “Quick And Simple” Is Just A Lie, I propose that you will enjoy more success if you take the time to build value in your offering, rather than assuming your visitors are lazy and can’t be bothered to work for or spend on something valuable.

Quick And Simple Is Not A Metric. It Is A Perception.

Too often “Quick and Simple” is a lie.

Quick And Simple Is Not A Metric. It Is A Perception. I offer the following flowchart in the article:

The Quick and Easy Test flow chart.

Quick and easy is probably different for your visitors.

Mobile experiences are getting more and more sophisticated, which means we are doing less and less work. You’re definition of “easy” is getting eroded. I recommend you build value.

The fight for online leads and sales has traditionally been fought at the search engine. That is changing.

Web analytics, bid management, competitive intelligence, ad testing and ad management tools are all common staples of any serious paid search effort. Return on ad spend (ROAS) is being tracked all the way through the sign up or purchase process and ad strategies are being adjusted accordingly.

Quietly, the battle for online leads is moving to a new front. This new front is measured by revenue per visit, and it’s kissing cousin, conversion rate. Like the tide that floats all boats, website optimization is being seen as the way to reduce all marketing costs by dropping the acquisition cost of new prospects and customers.

Why do we say this is happening quietly? That is the conclusion we came to when examining an unusual data set from SpyFu.com. We were able to determine which businesses had conversion optimization tools installed on their website. This, we reasoned, gave us a pretty good idea of which businesses would dominate in the world of online marketing — assuming they were actually using the tools.

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In this month’s podcast, based on the Marketing Land column Data Exposes Scandalously Low Adoption Of Conversion Optimization Tools, Brian the Conversion Scientist explores the usage of conversion optimization tools for two industry segments: Higher Education and B2B Software.

In one report, 73% of businesses are spending between $500 and $5000 per month on paid search ads. Almost a quarter are spending between $5000 and $50,000 per month. Yet, only 14% of businesses have at least one website optimization tool installed.

Who are going to be the winners in this new front? Where does your business fit in this statistic?

Statistical significance: It’s not just for impressing your date anymore.

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If you’re involved with an online business, you draw conclusions from things you’ve learned on a weekly basis.

When you say, “We tried that. It didn’t work,” you are claiming to be able to predict the future based on something you did in the past.

When you say, “We stopped sending email because our list got tired of us,” you are saying that the tea leaves of your email list say you should stop sending email.

Often, such statements stop progress. One way to keep from hitting the “We tried that” wall is the ask a simple question: “Was the data statistically significant?”

In this episode of The Conversion Scientist Podcast, I will tell you exactly what statistical significance means, how to measure it and when to believe the data you’re being shown.

Read the Transcript

Image taken from ABTestGuide.com statistical significance calculator.


21 Quick and Easy CRO Copywriting Hacks to Skyrocket Conversions

21 Quick and Easy CRO Copywriting Hacks

Keep these proven copywriting hacks in mind to make your copy convert.

  • 43 Pages with Examples
  • Assumptive Phrasing
  • "We" vs. "You"
  • Pattern Interrupts
  • The Power of Three

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Why do superheroes wear costumes when a simple mask would suffice? What is behind the legend of the “Power Tie?”

Why do Conversion Scientists wear a lab coat?

This is one of the questions I answer in my interview with Roger Dooley for the Brainfluence Podcast. Roger is one smart cookie, and our conversation flows to a number of interesting topics.

  • What is a Conversion Scientist?
  • Earning the trust of your potential customers.
  • The counter-intuitive way to generate more telephone calls.
  • Why we spend too much time telling people what we offer and not enough time on their needs.
  • Why Brian says that most designers are going to give you well-meaning, but altogether bad, advice.

You should certainly give this a listen, or pop over the the Brainfluence Blog to read the transcript.

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This interview originally appeared on Roger Dooley’s Brainfluence Podcast.


21 Quick and Easy CRO Copywriting Hacks to Skyrocket Conversions

21 Quick and Easy CRO Copywriting Hacks

Keep these proven copywriting hacks in mind to make your copy convert.

  • 43 Pages with Examples
  • Assumptive Phrasing
  • "We" vs. "You"
  • Pattern Interrupts
  • The Power of Three

"*" indicates required fields

This field is for validation purposes and should be left unchanged.


I do a lot of interviews. I love doing them, especially when they are on my favorite subject: me.

However, I must admit feeling a bit of trepidation at the thought of being interview by “The Web Pshychologist“, Nathalie Nahai. After all, her job is to peel back the layers of your marketing program until she finds the core issues that keep you from success.

I wasn’t sure I wanted my onion peeled.

My fears were confirmed as Nathalie guided me through some revealing questions using humor and genuine curiosity. I revealed some of my biggest secrets.

  • The ingenious test that shows wearing a lab coat makes smarter.
  • The information should you leave out of your website to ramp up your conversions and start making money.
  • Why your marketing messages bounce off of you visitors brain.
  • The biggest mistake your making online right now according to our tests.
  • How to give your customers hope that they can solve their problems.

Yes, these are questions you will want to know the answer to.

Listen to the entire interview

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21 Quick and Easy CRO Copywriting Hacks to Skyrocket Conversions

21 Quick and Easy CRO Copywriting Hacks

Keep these proven copywriting hacks in mind to make your copy convert.

  • 43 Pages with Examples
  • Assumptive Phrasing
  • "We" vs. "You"
  • Pattern Interrupts
  • The Power of Three

"*" indicates required fields

This field is for validation purposes and should be left unchanged.


I did a little experiment using images and copy in my Marketing Land column Take Control of Your Visitors’ Eyes. Instead of using my superior powers of page design to highlight an important piece of information, I used them to hide that information.

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I purposefully did some things you may be doing accidentally, to the detriment of your site and your visitors.

When looking at web and landing page copy, I often find the important information buried, or designed in such a way as to look unimportant.

Value propositions, phone numbers, guarantees, and special offers are some of the things that are important to visitors, but don’t look important.

Images, captions and more

Read the column or listen to the podcast to find out how I obscured an important fact, and how I highlighted another, less relevant fact using:

  • Images
  • Captions
  • Copy
  • Headlines
  • Bulleted Lists
  • Links
  • Pull Quotes

It’s a show and tell column, .


21 Quick and Easy CRO Copywriting Hacks to Skyrocket Conversions

21 Quick and Easy CRO Copywriting Hacks

Keep these proven copywriting hacks in mind to make your copy convert.

  • 43 Pages with Examples
  • Assumptive Phrasing
  • "We" vs. "You"
  • Pattern Interrupts
  • The Power of Three

"*" indicates required fields

This field is for validation purposes and should be left unchanged.


I’ve got some eye-candy and ear-hums for those of you who hate reading. My tour of Europe (Frankfurt, Germany to Stockholm, Sweden) yielded a variety of media.

Sketch of conversion scientist Brian Massey @bmassey at #cjam3
Our brains are good at ignoring the typical so that we don’t miss the life-threatening: Wind on the grass vs. the steps of a predator.
Per Axbom

Lab Coats Were All the Rage

My fantastic hosts, André Morys and John Ekman easily earned their Conversion Scences lab coats for exemplary work in progressing the science of conversion. Co-speaker Natalie Nahai (the WebPschologist) found the 1200 thread count thermal weave to be warming on a cool Stockholm night.

Natalie Craig Ton Andre Brian Lab Coat ConversionJAM Brian Massey John Ekman lab coat Natalie Nahai Lab Coat

An Audio Preview

brian massey cjam3 podcast interview uxpodcastThe James Royal-Lawson and Per Axbom recorded a short (14:36 min) interview. You should listen to it, and if you want to learn more, check out the complete audio of my presentation.

Live the Full Presentation as if you were THERE

Follow along with the slides.

Will the holiday card we chose convert “Bah Humbug” into the “Love Bug?” Follow along as we express our gratitude to you and show you why we chose the holiday card we did.

We hope we’ve been able to make 2011 a great year for you, since you’ve made it a great year for us here at Conversion Sciences.

Look for us in 2012 as we continue to educate, optimize and have fun doing it.

Brian

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