Why AI Flattery Fails: Curiosity and Critique Drive True Human-AI Innovation.

Years ago, a boss called me into his office and said, “You’re doing the best work in the agency. Your campaigns are exceeding results, winning creative awards and you deliver on every challenging project, but … you suck at presentations.” Ouch!

Who wouldn’t love to hear the first part, but the second? While it hurt, I was grateful because with the critique came an invitation to improve. I was curious enough to want to learn and found a Dale Carnegie High Impact Presentations course. I spent three days learning, being videotaped, and watching back in a hotel conference room full of strangers critiquing me.

From there, presenting was a strength. I would lead high-stakes presentations for clients and new business pitches. Today, I rely on those skills every week in the classroom as a professor. In my career, most advancements came from critique and curiosity. I needed colleagues and mentors as thinking partners, not people pleasers. What does this have to do with AI?

Last week ChatGPT-4o was updated to improve its personality, but the result was a people pleasing sycophant that loved everyone’s ideas including validating flat earth theory and recommending investing $30K in a “poop on a stick” product idea. -Image generated via prompt from Gemini Flash 2.0 Image Generator in Google AI Studio.

Flattery Will Get You Nowhere.

AI expert Ethan Mollick’s latest Substack “Personality and Persuasion” discussed how a small tweak in ChatGPT-4o drew attention because the LLM became eager to please users with agreement and flattery. Mollick and others said AI became a sycophant and everyone’s biggest fan.

AI with a pleasing personality isn’t a bad idea, but it is when responses skew overly supportive and disingenuous. Beebom reports that the ChatGPT update agreed to almost anything. One user received validation for the flat Earth theory. A Redditor shared a screengrab of how ChatGPT told him “poop on a stick” was a brilliant new product idea and he should invest $30K on it!

What’s wrong with fake flattery? AI or human sycophants insincerely praise to get reward. Thus, their feedback is distorted. Only hearing praise, not honest input, leads to poor decisions, mistakes, and maintaining the status quo when change is needed. It discourages fresh ideas, critical thinking, and stifles innovation.

A reason big companies become less innovative is that people become afraid to question current standards, the way things are done, and the boss. That’s fine if the environment the business was created in never changed, but markets change constantly. Businesses that don’t adapt fail to upstarts not afraid to ask, “Why?” and “Why not?” Remember Blockbuster before Netflix?

Lack of innovation can also come from focus on short-term customer, client, boss satisfaction. Customers and clients often don’t know what’s best. In aiming to please them you end up delivering worse results, not better. Aren’t you the expert? OpenAI arose from challenging convention, but in a twist, they created a sycophant focused on conventional customer satisfaction surveys. Appeasement can be a form of fake flattery.

The Problem With User Satisfaction.

The GPT-4o update was to “improve intelligence and personality” based on user feedback. But OpenAI said, “… in this update, we focused too much on short-term feedback … as a result, GPT-4o skewed towards responses that were overly supportive but disingenuous.“ ChatGPT’s default personality became too sycophantic.

This unexpected result is a good reminder that generative AI is still an experiment, and we’re the participants. LLM developers often don’t know why generative AI models do what they do. Unlike traditional coding, they guide results with reward mechanisms.

This reminds me of an attempt to improve healthcare that led to a focus on making people happy, rather than making them well. Alexandra Robbins reported that when Department of Health administrators based 30% of Medicare reimbursement on patient satisfaction scores, the most satisfied patients were significantly more likely to be hospitalized than less satisfied patients. And the most satisfied were more likely to die in the next four years!

In my marketing advertising career, giving clients what they wanted, ads that talked about the product, not the customer, and looked like competitors’ ads didn’t lead to the best results. The best ideas stood out as different and were the hardest to get approved – why I needed presentation skills! They didn’t do things the way they’ve always been done, asking “Why?” and “Why not?”

AI As Co-Thinker, Not People Pleaser.

In my last two posts on AI Agents and Vibe Marketing, I’ve been using AI more in my process. In working on this post, I did research on my own but also relied on discussions with ChatGPT as a thinking partner as I asked questions, clarified definitions, and researched more deeply.

I found AI co-thinking is very good at helping me see patterns between seemingly diverse subjects and disciplines. As Paul Roetzer said in The Artificial Intelligence Show, LLMs can’t create something new. AI can connect dots but can’t invent. Yet in working with a human like me, I can prompt it into new directions. My conversations with ChatGPT did just that inventing a new AI framework.

Here was my prompt thought process:

  • What is a sycophant?
  • Are sycophants good for organizations and society?
  • What are good ways to use AI to buffer against sycophantic thinking?
  • How can this stifle or encourage curiosity?
  • ChatGPT asked me, “Would you like a framework or checklist for using AI in ways that protect curiosity and intellectual integrity?” I said, “Yes.”
  • It gave me a rough framework. I asked, “Where did you get this AI & Curiosity framework?
  • It said, “I created the AI & Curiosity Framework specifically for your question–it’s an original synthesis drawing on best practices from critical thinking pedagogy, AI-human collaboration principles, group dynamics research, and practical patterns from how AI tools are being used in education, leadership, and decision-making.”
  • I took that rough framework, tweaked it and created the template you see below.

This is an example of “vibe thinking,” where AI enabled me to research, learn, and iterate my thoughts quickly, leading to this AI Curiosity & Critique Framework.

Click to download a PDF of this AI Curiosity & Critique framework.

AI Curiosity & Critique Framework

This AI framework will help you go beyond avoiding sycophant AI that stifles innovation to using AI to augment thinking to increase and speed up innovation. Don’t take a passive role in AI use. Follow the ACTIVE framework to expand creative exploration, challenge assumptions, and make strategic decisions free of marketing echo chambers.

Ask divergent questions, brainstorming unexpected campaign angles, and prompt for contra views or audience reactions, such as “What would Gen Z hate about this campaign?” Challenge assumptions, having AI critique messaging and target persona, or uncover untested assumptions, such as “Is our messaging convincing to a skeptical Millennial parent?” Track diverse inputs by testing perspectives and how different demographics may interpret messages, such as “How would this headline sound to a retired Baby Boomer in the South?”

Invite dissenting viewpoints, consider alternative views before implementation, and consider potential backlash, such as “Generate critical responses to this campaign from activists.” Validate Don’t Venerate taking AI at face value. Test with real people, verify facts and recommendations, such as “Where did you get this information? Provide a source.” Embed inquiry into the process using AI for ideation, postmortems, and customer empathy checks, such as “Simulate skeptical customer reaction to our ad.”

AI For Safe Explorations In Learning

Using AI for curiosity and critique, not to provide answers, can improve learning. It creates a safe place for exploration and a low-stakes environment to test ideas. It’s an easy place to ask questions students might not be comfortable asking in public.

I’ve had great success with this in my Digital Marketing class using NotebookLM as an AI tutor. Students ask as many questions as they want of my text and online resources – things they may not feel comfortable asking in class or me. They can test their wildest out-of-the-box ideas. Improved understanding of concepts and performance on assignments has been notable.

Whether you’re a marketing professional or professor, this AI framework will help you get somewhere flattery alone will not. Instead of AI first, it’s an example of an AI forward mindset where AI is used to improve human work, not replace it. If there’s something you suck at AI can help – even presenting.

This Post Was 90% Human Written. I used ChatGPT to research and explore topics while iterating and testing my thoughts to quickly pull together the diverse topics that helped me create this AI Framework. I tweaked the suggested framework, and the main writing was my own. I used ChatGPT to optimize my headline for SEO and engagement.

Is AI “Vibe Marketing” Hype or Help for Professionals and Professors?

My product idea went from sketch to photo-realistic product image, product shot with feature call outs, brand logo and tagline using Google AI Studio with Gemini 2.5 Pro, Gemini 2.0 Flash Image and OpenAI ChatGPT 4.o Image https://aistudio.google.com https://openai.com/

It’s been a month since my last post. I was looking for a topic. It found me listening to the Marketing AI podcast on my morning run Thursday. There were big model drops with Google’s Gemini 2.5 Pro and OpenAI’s ChatGPT-4o image generation. That’s big news, but my interest sparked when Paul and Mike mentioned “vibe marketing.” Huh? My first thought was how younger Survivor players talk about “vibing” with their tribe.

Can You Feel The Vibes?

Vibe marketing sounds like winging it. Trying new products and strategies based on feeling is not not something I’d embrace. I’ve taught for years the value of data based decision making in marketing. There’s an art to marketing but there’s also a science to it.

Mike and Paul explain how AI leader Andrej Karpathy posted on X about vibe coding – giving into vibes talking to AI over and over while it coded to complete projects. Others applied it to marketing. Marketers go from individual executors to orchestrators of AI systems. Mike Kaput explained, “So basically, marketers will start operating on vibes … while AI handles all the messy execution.”

To get a better handle on this concept I turned to the new Gemini 2.5 Pro which AI expert Christopher Penn says is the best AI model right now. It has surpassed other models on key benchmarks by significant margins (click for benchmarks table). Gemini 2.5 reasons through “thoughts” before responding improving performance and accuracy.

Nailing Down A Definition?

Gemini first defined vibe marketing as an established approach to creating content with a feeling to connect with consumers emotionally. Emotions are key, but rational appeals play a role. I’ve found story is a great way to deliver both as evidenced by my research and explained in my Brand Storytelling book. That’s not this new trend.

I prompted Gemini to focus on the emerging trend of AI in vibe marketing. It’s new description was “using AI tools to generate marketing ideas, content (text, images), and campaign elements that align with a specific vibe or aesthetic … for speed and automation in creating assets that embody a chosen vibe.” It is closer but still mixing the established term with the new trend.

With my background in cross-discipline creativity, innovation, and problem-solving, I thought it might be more about ideas that can go back to product design, business plans, and marketing concepts. Vibe is more about getting an idea and using AI to run with it, researching, illustrating, and iterating as it quickly gains steam combining design thinking with marketing and innovation.

Vibe Marketing In Action.

I was still fuzzy on the concept until my Integrated Marketing Communications (IMC) class later that day. Student teams complete an IMC campaign for a business. They gather market and consumer research, set objectives, budget, media mix, creative strategy, and execute digital and traditional creative with a storytelling approach.

During an in-class exercise, I asked students to apply what we learned about using PR for marketing objectives. They brainstormed a PR event based on a creative brief for Hush Puppies water-resistant leather dress shoes. While students worked, I came up with my own ideas sketching them on the board.

As evidence of the creative process I teach, I took random general information (a book I read to my kids when younger I Wish I Had Duck Feet) and combined it with specific information about the project (PR event for Hush Puppies water-resistant shoes). I sketched a person dressed for work walking in a city on a rainy day in rubber duck feet near a Hush Puppies pop-up store.

IMC focuses on marcom for problems and opportunities. But, I teach other classes that identify opportunities and come up with product ideas. Towards the end of class, we talked about duck being an actual product – a fun way to protect dress shoes.

Vibe Becomes A Product And Business.

Fun rubber shoe protector was in my mind back in my office. I let the marketing vibes roll using new AI tools to rapidly advance this idea from concept to product design, prototypes, with an outline and some basic research for business plan and a marketing plan for my entrepreneurial startup.

My product idea went from sketch to photo-realistic product image, product shot with feature call outs, brand logo and tagline using Google AI Studio with Gemini 2.5 Pro, Gemini 2.0 Flash Image and OpenAI ChatGPT 4.o Image https://aistudio.google.com https://openai.com/
My product idea went from sketch to photo-realistic product image, product shot with feature call outs, brand logo and tagline using Google AI Studio with Gemini 2.5 Pro, Gemini 2.0 Flash Image and OpenAI ChatGPT 4.o Image https://aistudio.google.com https://openai.com/

In no time, I had a photo-realistic product sketch, product name, logo, target market, positioning, price, and place (distribution) strategy. I also had a basic promotions strategy with marketing channels, marketing ideas, content with text and images, and campaign elements. I even had ideas on how to create a working prototype for investors by creating by hand, using a 3D printer, or a rubber molding prototype.

With tariffs in the news, I also wanted to consider manufacturing. Working with Gemini 2.5 Pro, I had a beginning outline of materials, fasteners, and packaging I would need and options for rubber injection or compression molding. I had Gemini look into supply chain and manufacturing partners from overseas, in North America, and in the U.S. It gave me ideas to find those partners through online platforms, industry directories, trade shows, and networking.

Gemini helped with my marketing plan, but I turned to Open AI for my product illustrations, logo, and examples of social media ads. I was inspired by Ethan Mollick’s Substack and wanted to try the new image capabilities of GPT-4o.

Gemini came up with the idea for an influencer marketing post, wrote the caption, and suggested the hashtags. I had the idea for the brand promotional post headline, subhead, and image but it wrote the promotion copy. Gemini gave me tagline suggestions, but I didn’t them so I wrote “Being Safe Has Never Been So Fun.”

GPT-4o created all images. The bottom left below was Gemini 2.0 Flash image. I couldn’t get it to do what I wanted especially with type. The top right is ChatGPT’s first attempt from my prompt on the top left. Gemini 2.5 Pro may be best all around, but ChatGPT-4o image is superior, but Google may be planning a Gemini 2.5 image model release.

My product idea went from sketch to photo-realistic Instagram influencer ad and brand product ad using Google AI Studio with Gemini 2.5 Pro, Gemini 2.0 Flash Image and OpenAI ChatGPT 4.o Image https://aistudio.google.com https://openai.com/
My product idea went from sketch to photo-realistic Instagram influencer ad and brand product ad using Google AI Studio with Gemini 2.5 Pro, Gemini 2.0 Flash Image and OpenAI ChatGPT 4.o Image https://aistudio.google.com https://openai.com/

Can Anyone Can Be A Vibe Marketer?

Yesterday was fun, but I agree with AI expert Christopher Penn that vibe marketing isn’t a magic bullet of entering a couple of prompts, walking away and it does everything. As with any trend you need to see beneath the hype. He says, the more you hand-off the more that can go wrong. Fun and vibes alone don’t make successful marketing.

Penn explains using AI well is like managing employees. I had to know how to get good work out of Gemini. I had to figure out ChatGPT was better at images. You also need discipline expertise, good data, discernment, and skills in prompting.

I got good results quickly because I worked in marketing over 15 years in product design, launches, communications campaigns, and pitches. I’ve researched and taught marketing, judged and mentored student business competitions the past decade. I’ve researched and experimented with AI for two years including AI Use Frameworks and AI Prompt Frameworks. I also ask Gemini if anyone can do vibe marketing.

Gemini indicates “You Definitely STILL Need Core Marketing Fundamentals:”

  • Strategic Thinking
  • Audience Understanding
  • Brand Knowledge
  • Critical Evaluation
  • Marketing Channel Knowledge

Gemini suggests “NEW Skills or Competencies for AI-Driven Marketing:”

  • Prompt Engineering
  • AI Tool Literacy
  • Editing and Refinement
  • Ethical Awareness
  • Data Interpretation

I asked how this impacts teaching. Gemini suggested ways to teach the foundational and new skills. But emphasized a mindset shift, “Teach them to view AI not as a threat or a magic bullet, but as a powerful collaborator. The marketers who succeed will learn to leverage AI effectively to enhance strategic thinking, creativity, and efficiency, while always maintaining critical oversight and ethical responsibility. You’re preparing them to be the pilots, not the passengers.”

I don’t see new AI tools as a replacement for marketing experts or an easy way for students to get As. There’s a lot to learn in the fundamentals and new skills to use AI tools and practice vibe marketing properly. As I’ve posted, you can’t use AI to shortchange the learning process. But I can see my students feeling the vibes of using AI to help them learn and practice concepts and projects.

Wish You Had Duck Feet?

Duck feet shoe savers may not be the best idea, but it helped me learn the concept of vibe marketing and experienced it all in one day. To advance it, I would use my expertise and involve other discipline experts to fact-check and fill in gaps with more specific data.

I also change the name. I’m not happy with Gemini’s “Quackers.” I’d write my own like “Duckies” and do a trademark search. I’d also have human designers and photographers complete final designs and images for copyright and ethical consideration.

I really enjoy teaching, but if any of the Shark Tank investors are out there and see promise in my idea, I’ll entertain investment offers.

This Post Was 100% Human Written. I did use AI in research and execution which enabled me to learn, apply, test, and refine thoughts quickly. I used Gemini to optimize my headline for engagement and SEO. Thanks to AI tools this post went from idea to research and published in record time.