Digitally proficient and fully aware of AI’s influence on modern content creation, buyers are increasingly wary of marketing messaging that feels generic or overly manufactured, from pristine proof points to context-free product and service claims. What once appeared smooth and polished can now read as packaged, especially when every brand seems to be using the same playbook.
With more information at their fingertips than ever before, buyers aren’t just comparing product details; they’re evaluating whether a brand understands and can help with the unique needs, pressures, constraints and risks they’re facing. Clever tactics may win a click and even a share, but confidence comes from signals that feel grounded, specific and honest. In a crowded market, it’s not enough for a brand to capture attention. It also has to earn trust.
So what kinds of sources, signals or styles of marketing are buyers questioning now, and what should brands do differently? Below, members of the Senior Executive CMO Think Tank discuss tactics that have lost buyers’ trust and how brands can earn confidence rather than simply capture attention.
“Someone has to own the message, decide what AI can draft, what needs review, where nuance matters, and whether the language matches real customer and employee experience.”
Ensure Human Beings Own the Message
AI may have made content easier to produce, but it has also led to a distinctive tone that buyers have learned to recognize. Sarah Chambers, Fractional CMO and CCO at SC Strategic Communications, says buyers are becoming more skeptical of detached marketing.
“Buyers are becoming less trusting of machine-edited content, particularly if it feels disconnected from the real-life context people are experiencing,” she says. “After two years of AI, people recognize the patterns: flattened tone, interchangeable phrasing and claims that move faster than judgment.”
Skepticism that’s prompted by digitally generated, ultra-refined content is compounded by the current zeitgeist.
“In a market shaped by layoffs, political noise and constant change, that kind of messaging erodes confidence fast,” Chambers says.
The response, in Chambers’ view, isn’t to abandon AI entirely or treat efficiency as the enemy. Consumers do value AI’s input for context and relevancy, but earning their confidence requires human insight and connection.
“Brands earn trust by putting governance back into the process,” Chambers says. “Someone has to own the message, decide what AI can draft, what needs review, where nuance matters, and whether the language matches real customer and employee experience.”
That governance should also include making expertise and evidence more accessible. As Chambers explains, “Clearer proof, more visible airtime for subject matter experts, and stronger message governance will build real, sustainable confidence and trust.”
Surface Unstructured Evidence
Meghna Deshraj, CEO and Founder of Bullzeye Growth Partners, lays out the signs that make consumers suspicious of brand messaging.
“Manufactured proof. Case studies that hit the same beats. Testimonials that read like one person wrote them all. ROI claims rounded to suspiciously clean numbers. Founder LinkedIn posts in identical setup-pivot-lesson format. Buyers have pattern-matched the entire genre.”
Deshraj notes that the more polished the proof, the faster it triggers skepticism, adding that what used to signal “credibility” now signals “production budget.” Still, she stresses, that doesn’t mean brands should stop telling customer stories or sharing results.
“The response is not to abandon proof,” Deshraj says. “It is to surface unstructured evidence: raw customer messages shared with permission, demos that show where the product struggles, and reference lists where the buyer picks who to call.”
For Deshraj, the strongest trust signals are often the ones that acknowledge imperfection. Buyers today often favor evidence of truth over a veneer of confidence.
“Share specifics that cannot be templatized, or a point of view that risks being wrong,” Deshraj says. “Trust now lives in friction. Anything too smooth reads as sales.”
“Showing you understand the pressures behind the decisions and trade-offs being weighed and the risk being carried can reveal depth and earn confidence.”
Optimize for Understanding, Not Visibility
Attention metrics can still tell marketers something, but Paul L. Gunn Jr., Founder of KUOG Corporation, cautions that they shouldn’t be mistaken for real connection. A campaign can be visible, timely and widely shared and still leave buyers feeling unsure about a brand.
“Likes, impressions and perfectly timed content are no longer signals of credibility, because buyers trust surface-level engagement less than they have before,” Gunn says. “Too few brands optimize content to be understood over being seen.”
Buyers are often making choices under pressure—B2B consumers in particular must be able to justify their purchasing decisions. They’re not just looking for memorable messaging; they’re looking for signs that a brand understands the stakes involved.
“Showing you understand the pressures behind the decisions and trade-offs being weighed and the risk being carried can reveal depth and earn confidence,” Gunn says.
In practice, that means marketing teams need to ask tough questions about whether their content is genuinely useful, grounded and relevant to the buyer’s actual decision-making process. Awareness can open the door, but understanding is what keeps the conversation alive.
“Brands that move beyond chasing visibility to demonstrating judgment foster engagement that lasts beyond the moment leading to the decision itself,” Gunn concludes.
Trust-Building Moves for Modern Marketers
- Put clear human governance around AI-assisted messaging. AI can support content creation, but brands need people responsible for deciding what it can draft, what requires review and whether the final message reflects real customer and employee experience.
- Make proof more specific, less polished and harder to template. Buyers are increasingly skeptical of perfect case studies, overly neat testimonials and clean ROI claims, so brands should surface evidence that feels grounded in real experience.
- Show buyers where the product struggles, not just where it shines. Honest demos, permissioned customer messages and buyer-selected references can build more confidence than proof points that feel too carefully engineered.
- Treat attention metrics as directional signals, not proof of trust. Likes, impressions and well-timed content may show visibility, but they don’t necessarily show whether buyers understand or believe the brand.
- Optimize content for the buyer’s decision-making reality. Strong messaging acknowledges the pressures, trade-offs and risks buyers are weighing.
Credibility Requires More Than Polish
Buyers are becoming more and more adept at spotting manufactured messaging and less and less persuaded by slick, polished presentation. Earning their confidence requires marketers to tap into human understanding and address genuine needs, questions and concerns—and how their brand can solve them.
For CMOs and their teams, that means treating trust as a strategic discipline, not a creative afterthought. Successful brands won’t simply produce more content or chase more engagement; they’ll show clearer judgment, surface more credible proof, put reality front and center, and make every message feel worthy of the buyer’s belief.
