The Hidden Cost of Marketing Without Intention
If your brand is blending in, you're already paying the price.
→ This is a story about something I call the sameness tax — and what it's actually costing you.
TL;DR
AI has raised the floor for everyone. Competent marketing is no longer a differentiator — it’s the baseline. What fills the gap when there’s no governing standard isn’t brilliance. It’s average. I call this the sameness tax, and it has real costs. This piece names those costs — and what it takes to stop paying them.
I recently went on a road trip with a few not-to-be-named travel companions (well, I’ll name one, my dog Zoey). We were using Grok to find a Starbucks along our route — nothing fancy, just a quick voice search to locate caffeine before we started losing our minds — when the whole thing went sideways. Everyone started talking at once, Grok got confused, and one of my fellow roadies went into a full-on rant about artificial intelligence. Not the navigation fail. AI. All of it. The existential threat, the jobs, the future of humanity.
Let me be clear. I love this person. They are smart, philosophical, and fun to hang out with. I also like to get their POV on tough issues because they think seriously about things most people wave off. But, at 8 AM, on a highway to nowhere, the last thing I wanted to do was debate the perils of AI (despite the dystopian scene outside our windshield). In fact, as far as I was concerned, Grok was exactly the right tool for the time and place, and I was thrilled to have access to it.
I let it go. Everyone else did too. Coffee was indeed our top priority.
The conversation, however, stuck with me — not because this person was wrong to think critically about AI, but because I believe the love it / hate it binary is entirely the wrong conversation to be having. Both positions require taking a stand on what AI could be without asking the more useful question: what actually is AI right now and what are the frameworks in which we are comfortable using it?
My understanding is that the chat interfaces we all have access to — Claude, ChatGPT, Grok, Gemini — don’t think. Full stop. They’re prediction models. Sophisticated ones, yes, but prediction models nonetheless — systems trained to generate the most statistically likely response based on patterns in everything they’ve ever been fed.
Andrej Karpathy, one of the original architects of modern AI, describes it plainly: LLMs are engines of “next token prediction” at massive scale. They don’t reason, they don’t understand, they don’t decide.¹
This means the quality of what comes out is almost entirely determined by what you put in. Not just your prompt, but your thinking, your phrasing, your clarity (or lack thereof), and your governing standard.
My take on this as a brand strategist:
Your chatbot doesn’t know more about you (or your brand) than you do. It just sounds like it might.
And the confidence these chatbots exude is exactly what makes them dangerous. Without a clear POV, defined brand voice, and a filter for what you will and won’t do, AI doesn’t fill the gap with brilliance. It fills it with average. Assumptions based on the most common denominator. Ew.
Which brings us to what that’s actually costing you.
I call it the sameness tax. And it’s more expensive than most people realize.
Here’s what’s happening: AI has made competent marketing accessible to everyone. The floor has risen. But the ceiling — the work that actually gets someone to pay attention and engage, that sounds like a specific human with a specific POV — has gotten harder to reach, not easier.
And that gap has a cost. Several, actually:
Time. Without setting a governing standard, every AI session becomes a negotiation. Every piece of content starts from scratch. You’re not creating — you’re arbitrating between what the tool thinks and what your gut knows isn’t right. Research backs this up: In 2026, the number one reason marketing organizations are not scaling AI is… (drum roll please) governance.²
Credibility. Every time you let AI fill a gap you haven’t defined, you’re outsourcing your POV to a probability engine. Your audience feels the disconnect even when they can’t name it. Messaging that could have come from anyone tells the reader zero about you or your business.
Voice. Your voice is the thing that makes you recognizable and worth engaging with. It’s also the first thing that erodes — one compromised output at a time — when you operate without a standard, and eventually the thread of what you stand for is lost.
Opportunity. This is the cost that’s hardest to see because it’s invisible by definition. The right client who never engaged because nothing distinguished you. The referral that didn’t happen because nobody could quite articulate what makes you different. You don’t see this tax on a spreadsheet. You feel it in the pipeline.
The data makes the stakes impossible to ignore:
Over 70% of marketers have already encountered an AI-related incident — inaccurate, irrelevant, off-brand, or generally non-compliant messaging that missed the mark entirely.3
That’s the sameness tax in action. It results in the kind of slop that makes people avoid using AI. And the frustrating part is it’s entirely self-imposed.
If you're new here: I drop a Purpose Play into most of my posts. You should think of it as a brief pause where I ask you to take the idea off the page and hold it up against your own work. Regular readers, you know the drill.
Purpose Play
Take a look at the last three pieces of content you published — a webpage, an email, a post, a caption, whatever form your marketing takes.
For each one, ask yourself: did I know exactly why I was creating it, who it was for, and what I wanted it to communicate? And, did I review the final output, before I hit publish, to make sure it fit the brief or just accept what I was given.
There’s no wrong answer. But the gap between intentional and good enough is exactly where the sameness tax lives.
I’ll be honest: I’ve sat in the middle of this issue myself. Not just philosophically, but practically: wondering whether AI is making my work better or worse. Whether it’s a threat or a shortcut. Whether I should lean in or hold back.
My POV however is that this debate, just like the one about Grok, kept me stuck circling the wrong questions. The better question, the one that allowed me to actually move forward and start using AI intentionally, is:
What governance layer do I want to apply to my work?
Once I got clear on that, the next steps were easy. I defined my POV, set real voice standards, and built a decision filter — a set of constraints that tells me, and every tool I use, what belongs and what doesn’t. In other words, I stopped treating AI like an omnipotent god and started treating it like a paid employee.
That’s the shift. Not searching for a better tool. Not creating a smarter prompt. Just finding a clear answer to the question technology can’t answer for you: what does your brand actually stand for, and what does that sound like?
When you define that first, everything else follows. AI becomes useful instead of argumentative. Your content starts to compound instead of evaporate. The sameness tax stops being something that quietly accumulates in your pipeline.
Sources
¹ Andrej Karpathy, “Deep Dive into LLMs like ChatGPT,” YouTube, February 2025.
² Jasper. (2026). The State of AI in Marketing 2026. “Core Challenge: Governance is the main bottleneck to scale.”
3 Koch, J. & Pellatt, C. (August 2025). AI Adoption Is Surging in Advertising, but is the Industry Prepared for Responsible AI?, IAB / Aymara
About the Work
I’m Amy Zwagerman—brand strategist, fractional CMO, and founder of The Launch Box. I work with founders and marketing leaders to translate durable marketing principles into strategies and systems that fit their specific context, stage, and goals.
Marketing Jam sits alongside my client work as a place to explore ideas more openly. If the thinking here resonates and you’re curious about working together, you can learn more about my services or get in touch here.
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Integrity Pledge 🙋🏻♀️: The books, newsletters, shows, podcasts, and client work shared here are 100% reflective of my world. I will always disclose if and when I have a relationship with a brand I mention in a post or am sharing an affiliate link.
Fully agree with this, well said. AI, just like marketing, is an amplifier. It will only amplify what it knows, whether that’s in the prompt you give it, the fragmented memory it builds up from your use over time, or a much more refined knowledge base.
I’ve always said “Brand comes before marketing.” I’m now updating that to “Brand comes before AI.” I’ll be writing about this in an upcoming article.
In many founders minds, they are begging to think AI is marketing. But again, that misses the mark.