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Trust Signals: Understanding Consumer Perspectives on AI

All Things Insights discussed this issue and more with Idil Cakim, founder of Iris Flex, an insights and strategy firm, and author of the upcoming book AI for Marketing: The Consumer Perspective (CRC Press/Taylor & Francis). Cakim reveals the significant trust gap between businesses rapidly adopting AI and consumers who remain skeptical of AI-generated content.

The conversation explores Cakim’s new book and how marketers can bridge this gap by understanding their audience’s proximity to AI, plus measuring factors like comfort level and willingness to delegate tasks. Cakim emphasizes the importance of transparency, authenticity, and pretesting when implementing AI in marketing campaigns. She also advocates for keeping human researchers in the loop.

The Trust Paradox

Cakim’s new book provides a window into the consumer perspective on AI and marketing. What inspired AI for Marketing: The Consumer Perspective and what gap does it address?

“The impetus for the book was this gap that I perceived between the business of AI and consumers of AI,” says Cakim. “There were so many initiatives forging ahead, technology advancing at incredible speed. But I was noticing that people were not as open to it or feared it. Attitudes vary dramatically depending on context—whether at home or work—and how deeply people engage with it. I felt that it was necessary to really understand the audience and see how we could bridge that gap, if at all. And I conducted a national study, and it revealed this gap.”

She adds, “The study revealed just how big that wedge was and where the pockets of opportunity were and how we could bridge that distance between AI technology and end users. Just because we’re using AI doesn’t mean we’re truly adopting it or integrating it into our lives. There’s a whole range of applications and attitudes towards AI. Of course, the book doesn’t just stop at my study. It delves into several studies across the world that speak to these issues and goes broader on the application and also includes in-depth interviews with practitioners to bring additional perspectives. It’s not just a singular researcher’s view.”

Exploring Consumer Emotions

This is a pivotal moment for AI. This will only be heightened by the recent developments of agentic AI, driving consumers to shop more with AI and use it in their lives, e-commerce and beyond. AI adoption continues to accelerate. But there’s this AI trust gap. What do marketers believe versus what consumers are actually feeling?

“It depends,” says Cakim. “People are aware of these issues because they are not seeing the expected ROI. But then they have their eyes sometimes on the wrong metrics. It’s not just about efficiency and time savings, it’s about what you do with that saved time and how you leave your audience feeling. Emotions are also important in terms of motivation to buy. There is a rush towards innovation. And for the sake of innovation, sometimes marketers can lose sight of the essence of their brand and create a trust issue.”

She continues, “My study found that four in five U.S. adults currently do not trust AI-generated advertising, AI-driven brands, products, and services. So that’s the state of the market I’m talking about on average. The Interactive Advertising Bureau (IAB) also released a study with Sonata Insights that puts a really stark number out there. Eighty-three percent of ad executives are using AI in the creative process. We’re pushing AI-generated content, and some of it is so great that you can’t even understand that it was AI generated. But if the marketer is not transparent with their initiative or brings up AI in a way that will alienate their audience, then there’s trouble.”

Bridging the Gap

Speaking of that trouble, how can a brand or marketer recalibrate their approach? Can they close the gap?

“Absolutely,” advises Cakim. “But you must understand your audience. You have to bridge the gap between technology and the audience. Start by understanding your audience and their proximity to AI. As part of my analysis following the book, I did a follow-up study on how close people will let AI into their decisions. My initial study showed that people are comfortable with AI from a distance. If you ask people whether AI is good for society, more than half will say yes despite concerns about energy use, job displacement, and related disruptions.”

“But generally speaking, it’s something that moves us forward. It’s innovative. People accept AI when it helps from a distance, such as assisting scientists in a lab or handling emotionally distant tasks like airport customer service. But they’re hesitant about AI in education and reticent about AI-powered home care. These are different scenarios. There are multiple studies that back this up. There’s the idea of this proximity to AI.”

She continues, “My follow-up research identified four critical factors. Frequency of AI exposure, comfort level with AI, willingness to delegate tasks (the most critical metric), and context-shifting—how broadly AI is integrated across different life areas. What is the context of AI and the breadth of that context? If you’re using AI just on your phone to make little videos yourself, but not adding anything else to your life, that’s one thing. But if you’re using it extensively at work and also adding smart home devices to your apartment, that’s entirely different. All of these preferences have to be probed into and analyzed, and then you can have a full profile of your audience.”

“It’s really important to understand your audience and the whole arc of the market accordingly. People who are skeptical of AI would be responding differently to your communications than people who are power users. As marketers and insights professionals, we have to be aware of that and advise communications and media touch points accordingly,” says Cakim.

Tracking the Right Metrics

AI really strikes a chord in terms of consumers’ thoughts about trust, privacy, and control, and it shifts differently across different audiences. For marketers, what behavioral indicators should they be tracking in terms of their brands?

“One factor to check is attitudes toward authenticity and authority,” says Cakim. “For example, customers of luxury bespoke jewelry brands would score high on valuing authenticity. The audience or the customer for that would be scoring pretty high on emphasis on authenticity and would value it as art and may not respond as well and not align with the brand if they feel the content that’s coming at them is AI generated. Know your brand, know your audience. In terms of marketing accordingly, you just have to pivot and speak to them from the angle that they really need to hear from. Delegation is another factor that I would look at. That’s a key indicator of their readiness to hear from you with AI or including AI messaging. If someone is not willing to delegate to AI, that means they’re not trusting it and they’re not going to trust your message if it’s packaged with AI.”

“But if they have applied it in various facets of their lives and they feel comfortable giving over tasks to AI, behavioral and attitudinal questions can reveal a lot. Then you can take a risk in terms of using AI in the marketing process. Then you know what the creative process might be.”

The Transparency Equation

Trust. Authenticity. Transparency. There’s a mindset emerging with the use of AI in advertising.

“There’s a delicate balance,” she observes. “Stating outright that an ad was AI-generated can feel jarring. Transparency is key because of trust issues. A lot of groups will value privacy and data use guidelines above everything else. That’s a really important factor. The way you communicate it becomes the art part of it. But it’s just how you relay the information.”

“One of my favorite studies is an experimental one from a university. They did a test where they pushed an ad that didn’t indicate AI to a group of customers and on the other side, for the control one, they did indicate AI about this product and showed that ad to a group of respondents. The ad without AI disclosure generated higher purchase intent—despite being identical to the version that mentioned AI. AI was such a deterrent in that factor. They’re not alone in that experiment. They’re not alone with that kind of emotional response. You have to bear that in mind and move forward accordingly.”

Cakim reiterates: Test your messaging. Test your creative. Understand your audience.

Testing and More Testing

Ten other practitioners are interviewed in the book. Were there any trends in that context about bridging the consumer acceptance gap? Whether a case study or a best practice, was there a common thread throughout these interviews?

“The common thread was the need to test carefully,” says Cakim. “Obviously, these people are very forward in their thinking because they were all different types of experts on AI, chief AI officers, trainers, people who were experts in governance and privacy, health care data experts, from different walks of life or different industries, but they were all responsible for being at the forefront of innovation and moving their organizations forward with AI.”

Cakim observes, “All of them have the challenge of moving either their employees or their clients forward. Not everybody was coming on board quickly. They had different tactics in doing so. One was trial and error a little bit. There was a case study that, a chief AI officer mentioned, from an agency where they tested their AI driven approach with their traditional approach. They made some investments, and that showed the results to the client and then brought the client along that way.”

“But the contributors were all cognizant of this pushback to AI that might come from their audience. There was a lot of thoughtful recommendations as to how you can move your people along, whether it’s your audience, your employees, or your team members.”

Understanding Your Audience

Considering the study and the theme of the book, and where consumers mindsets are today, what recommendations should insights leaders prioritize going forward? What should they stop doing or do differently for their respective brand or client?

Cakim relates, “Best practices are all the more important right now. Pretesting, understanding your audience, and investing is critical. Because there are lot of context voids. It also depends based on brand, audience, context, the creative that you’re planning to push to the market if we’re thinking about it that way. Research is important, but we’re also going through a major change as an industry. Think of all the AI-driven tools that make things more practical and faster. But doesn’t mean the quality of my work has to drop. That doesn’t mean I dedicate the interpretation of the data completely to an AI bot. I still feel responsible as an expert, as someone with years of research experience, to go through that data and to interpret it for our clients. Keeping the human researcher in the loop is really important.”

Insights professionals must emphasize their expertise in interpreting the data rather than getting lost in the tools themselves, Cakim adds. Use any tool to support your initiatives, but the need for measurement is more critical than ever.

Cakim does note that there are some bright spots in the study on the AI trust gap among consumers, adding that enthusiastic adopters are also present.

“The book also identifies the drivers and propellers of AI,” she says. “Going back to the need for understanding our audience, there will be people who will move your project forward. There will be pockets of people, IoT wearable users, optimists, multilingual flexible thinkers, for example, different types of audiences who actually embrace AI fully and are not afraid to fail with it and move your initiative forward. There are some positives out there. The goal is to find those people to help you move your project forward.”

Editor’s Note: AI for Marketing: The Consumer Perspective by Idil M. Cakim is available on Amazon for pre-order (official publication date: July 29, 2026).

Contributor

  • Matthew Kramer is the Digital Editor for All Things Insights & All Things Innovation. He has over 20 years of experience working in publishing and media companies, on a variety of business-to-business publications, websites and trade shows.

    View all posts

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Darts resting on the side of a bullseye.
actionable insights

Taking a Customer-Centric Business Approach

Growth marketing continues to be an effective and nimble way to attract, engage and retain customers. Billed as an alternative to traditional marketin…

A big magnifying glass.
anthropological research

Searching for Cultural Anthropology Insights

Consumers and brands are influenced by culture. Our values and identities, among a variety of societal and social factors, are tied to cultural contex…

Kids sliding down a big water slide on rafts.
customer value

Mastering Funnel Analytics

Funnel analytics is an area of insights that perhaps doesn’t get as much attention as it should. We are all probably familiar with the sales and marke…

A surface of cubes with a variety of rising cubes, one stands out in a different color.
artificial intelligence

Leveraging AI in B2B Respondent Insights

In the B2B marketing landscape, artificial intelligence has shown great potential. It is becoming an essential and advantageous tool, a tool which no…

boxing glove punching
subscriber acquisition

Powering Subscriber Acquisition

The streaming business is a fluid, changing landscape. To gain some insights into the category, All Things Insights’ Seth Adler spoke with Beau Decker…

playing the Jenga block game
analytics

Building a Marketing Mix Framework

Suraj Rajdev, Head of Analytics at Google, sat down with All Things Insights’ Seth Adler to discuss his session at the Media Insights & Engagement Con…

Gold bars
business value

Determining the Value of Business Content

Michael Bagalman, Vice President, Business Intelligence and Data Science, STARZ, gave a presentation at the Media Insights & Engagement Conference, ca…

media insights

Connecting with Generation Alpha

At the recent Media Insights & Engagement Conference, Seth Adler had a chance to chat with Alexander Cammy, Manager, Insights & Cultural Intelligence…

data governance

Defining Governance to Deliver Data Benefits

Big data is here, it’s a growing trend and it’s not going away anytime soon. The rise of artificial intelligence and other technological developments…

data science

Turning Data into Market Intelligence

When surveying a new market opportunity, the company’s market intelligence efforts come into play. This valuable data helps determine market segmentat…

data science

Blending Analytics & Insights

The second day of TMRE@Home, May 1, will demonstrate best practices involved in marrying analytics with insights. Insights from analytics can be an ev…

data science

Plugging into the Future With AI

TMRE@Home is going to be held virtually this year from April 30 to May 2, 2024, and it will feature several educational tracks for insights and market…

data storytelling

Building the Analytics & Insights Ecosystem

The recent TMRE Continued virtual event hosted a session, “Blending Analytics & Insights to Drive Business Outcomes.” Moderated by All Things Insights…

consumer insights

Operationalizing a Hybrid Approach to AI

In “Insights + AI: Operationalizing A Hybrid Approach,” Christina Speck, Vice President, Corporate Strategy & Commercial Product, Blue Cross & Blue Sh…

artificial intelligence

Finding the Right Machine Learning Formula

In “Machine Learning: Optimizing Ad Campaigns,” Michael Bagalman, Vice President, Business Intelligence and Data Science, STARZ, explored machine lear…

consumer trends

Driving the Sustainability Message Home

Justin Coates, Head of Global Market Research & Consumer Insights, Eastman Chemical Company, knows a thing or two about sustainability and the role in…

user generated content

Exploring User Community Perceptions of AI

Max Wartel, Director of Consumer Insights, Fandom, held an AI-related session at TMRE, which focused on the perceptions of AI in a user-generated comm…

consumer insights

Leading Insights Through Change

Elizabeth Oates, Vice President, Consumer Insights, Ulta Beauty, spoke at TMRE at two sessions: “Leading High-Performance Insights Teams Through Chang…

insights culture

The Evolution of Building an Insights Team

Josh Goldfinch, Director Customer Insights, Verizon, participated in a panel at TMRE focused on “Building an Insights Function from the Ground Up.” Al…

media insights

Getting Social to Measure User Engagement

Social media is changing in sometimes complex ways as featured content generated by users in a private capacity has often been supplemented and perhap…

media insights

Betting on Sports Consumer Engagement

In assessing the rise of sports streaming and betting, opportunities have come to light that might not have been considered five years ago. Content st…

David McRaney

Thinking Through the Perception Perspective

All Things Insights’ Seth Adler discussed a variety of subjects with author and journalist David McRaney at this year’s TMRE. McRaney gave a keynote p…

consumer behavior

Infusing the Behavioral Insights Mindset

During the “Behavioral Insights” session of the Road to TMRE Gathering, Seth Adler explored “Activating Behavioral Insights: Team & Consumer Themes” w…

data storytelling

Unleashing the Growth Potential of DIY Research

During the “DIY Research” session of the Road to TMRE Gathering, Seth Adler discussed “DIY Insights: When Less is More” with Anu Sundaram, Vice Presid…

metaverse

Winning the Future of Fandom

All Things Insights’ Seth Adler recently connected with Christina Speck, former VP Corp. Strategy, Blue Cross & Blue Shield of Rhode Island, at this y…

consumer

Zeroing in on DIY Research

All Things Insights’ Seth Adler recently connected with Bill Trovinger, Consumer Insights Dir., Pharmacy & Health, Albertson’s Companies. Adler and Tr…

omnichannel

Building Insights for the Home Consumer

All Things Insights’ Seth Adler recently caught up with Daniella Tsoncheva, Director Consumer Insights, The Home Depot. The retail market over the las…

Data Science & Analytics Strategy
data measurement

Reinventing the Data Relationship

The reinvention of the relationship between enterprise data science and business stakeholders is upon us. The focus is now on what the data can do for…

actionable insights

Reaching the Consumer

Insights are being generated but in some cases are not being used. The first assumption is that these insights aren’t actionable. Which of course migh…

environmental

Charting A Sustainable Way Forward

Call it an eco-awakening, as more global consumers gravitate to sustainable products or at least indicate their growing awareness and even desire for…

consumer trends

Harnessing the Pulse of Trends

These consistently disruptive times have ensured us that it’s never been more important to stay on top of the pulse of the market. That’s true for pat…

data analytics

Unifying Data Analytics and Insights

To be human or not to be human? That is a relevant question in today’s technology-driven society, and one we posed when thinking about unifying data a…

media insights

A Changing Consumer Shapes Media Evolution

All Things Insights’ Seth Adler caught up with Edwin Wong, SVP Insights & Innovation, Vox Media, at the Media Insights & Engagement Conference earlier…

consumer focus
consumer focus

Driving Consumer Focus

Putting the customer first is a time-honored tradition that remains current and relevant to this day. Consumer focus is a strategy that focuses on und…

media insights

Redefining the Home Experience

All Things Insights’ Seth Adler caught up with David Schliecker, Group VP, HGTV Insights and Strategy, Warner Bros. Discovery, at the Media Insights &…

OTA programming

Measuring OTA Programming

Television audience measurement is on the precipice of innovation due to the opportunity to leverage data from set top boxes, smart TV’s, and other so…

consumer journey

Collaboration Around The Consumer

The consumer is now in the driver’s seat, and James Petretti is no stranger to that fact. Success is not possible if the consumer is not buying into w…

consumer insights

Fan Insights

Thanks to the advent of social media and streaming services, the world of television today looks nothing like it did a few decades ago. All industries…

media insights

Live Sports Insights

Programming across the board is looking to develop content that appeals to an audience that engages increasingly with user-generated content (UGC) and…

media insights

Content Marketing Insights

In the past decade, SVOD (Subscription Video-On-Demand) companies have revolutionized how we consume our favorite shows and discover new ones. As medi…

foresights

Using Insights to Predict the Future

A key component of any marketing strategy is to think about and plan for the future. Despite constant macro and micro disruption, marketers can still…

media insights

Media Behavioral Insights

Analytical minds will always benefit from more complete data from farther-reaching sources. Even more fundamentally, Pepe says the questions everyone…

consumer insights

Path To Purchase Insights

Insights leaders are responsible for connecting all of the information gleaned from a multitude of different sources, and creating usable data that wi…

data translation

Translating Data Into Action

“Data is the new oil,” and it seems like everyone wants to get a piece. But what is it that most major companies are missing when it comes to harnessi…

media measurement

Media Insights Report

The All Things Insights Media Insights community completed an extensive survey covering what folks are thinking, how they’re spending and the issues t…

consumer insights

Ripple Effects on Insights

For many of us the pandemic brought along with it a series of impactful changes that honestly, none of us could have predicted. Everything regarding w…

media insights

Media Past Is Media Prologue

“Whatever the modern technology of the day, it was a force for disruption, it was a force for change, and it was a force for enchantment, joy, and lea…

data analytics

Interpreting Data

Data isn’t just a set of numbers in a spreadsheet that sits there collecting digital dust. Michael Nevksi, the Director of Global Insights at Visa, no…

data science

Data Fluency

Data fluency and how it applies to an organization is essential for a business to thrive – according to Bob Bress, Vice President and Head of Data S…

media insights

Representative Insights

A great story starts with a single word. From there, the story is subject to its characters, plots, and the conflict presented by the content, all of…

marketing

Super Insights

Talking with Peter Leimbach, Senior Vice President, Ad Sales Research at FOX Sports, it’s clear that pro football teams aren’t the only ones competing…

data analytics

Digestible Insights

Business founders and leaders are proud of their accomplishments and with good reason. They have led their operations, often for decades and through s…

consumer trends

Gen Z Insights

“Ultimately Gen Z demands a new media plan. The previous ways of thinking in terms of length being a precursor of the efficacy of advertising content…

insights strategy

Insights Enablers

Over the past two and a half years, there “have been more DIY projects” thus “Insights teams are moving more to becoming consultants and enablers fro…

data science

Pandemic Analytics Insights

It is reported that after the pandemic that 50% more customers and teams will use Business Intelligence tools. “Adapting, moving online, and having a…

actionable insights

Data, Analytics, Insights & Action

If you watch June Dershewitz when she’s not looking, you might catch sight of her cape. She is a superhero in the world of data. Her goal is to make t…

inclusion

LGBTQ+ Insights

Reports indicate that only about 7% of the population is categorized as LGBTQ+, but reports aren’t always accurate. As Angel Bellon Senior Director of…

data analytics

Insights On Outpacing Further Disruption

The axiom, ‘May you live in interesting times,’ is cited as both an expression as well as a curse. Its origin is foggy. For the past couple of decades…

user experience

UX Insights

Shilpi Sinha is not only speaking at TMRE but joining the pre-event Innovating Insights Workshop as a table co-host. Both the session on the agenda an…

equality

DEI Insights

What if a key set of insights could drive revenue, help the business run more effectively, make the business seem to be leading edge and make current…

behavioral insights

Behavioral Insights

We continue to spin forward into a next paradigm for global corporate enterprise and society in general. Within a rapidly paced evolution, certainties…

data measurement

Data Culture

Global society and business continues to shift from decisions informing data to data informing decisions. That is to say, for most of human history, a…

consumer

A Better, More Difficult Experience

Through a traditional lens- ease of use, automation, amazonification- are the ends, not the means. But what if making something more difficult was act…

insights

The State of the Consumer (2022)

eBook by Remesh | 21 Apr 2022 About This Report 2021 has been a transformative year for every industry and organization in the world; from more perman…