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- Don't put a target on your back šÆ
Don't put a target on your back šÆ
...and phrases AI never uses

Hello marketers. Welcome to AI Marketing School, where we dish out the latest and greatest in AI-powered marketing.
In this weekās issue:
AI Marketing Update: OpenAIās GPU-melting viral episode
The Stack: Words AI never uses
The Stack #2: Free AI model directory
Onwards!
AI MARKETING UPDATE
šØ AI hype meets copyright reality
If you were online last week, you probably saw it: dreamy, pastel-toned portraits in the style of Spirited Away, Princess Mononoke, and My Neighbor Totoro flooding X, Reddit, and Instagram.
The internet had a new obsession, and it was powered by OpenAI.
All you had to do was tell ChatGPTās new image generator to create something āin the style of Studio Ghibli,ā and youād get eerily good results.
Even Sam Altman, OpenAIās CEO, joined in, switching his X profile photo to a Ghibli-style version of himself.

Altmanās Ghibli profile pic
The vibe? Let the chaos play out. And it did: over a million users signed up in just a single hour, overloading the system so badly that Altman said their GPUs were āmelting.ā
it's super fun seeing people love images in chatgpt.
but our GPUs are melting.
we are going to temporarily introduce some rate limits while we work on making it more efficient. hopefully won't be long!
chatgpt free tier will get 3 generations per day soon.
ā Sam Altman (@sama)
4:32 PM ⢠Mar 27, 2025
Ghibli is blatantly copyright (well, at least developing images in this style affirms Ghibli work is in OpenAIās data; while a ālikenessā technically canāt be copyrighted, those images are a manifestation of a copyright breach).
The fact that Altman didnāt just block prompts relating to that keyword tells you something, too.
While the outputs do not breach copyright (at least by the conventional legal definition), many still commented how they constitute copyright manipulation on a massive scale.
Not everyone agrees with that, though. Is this a career distilled into a prompt? Or is AI creativity truly blooming in the public consciousness?
Either way, now, OpenAI has hit the brakes. Users began to notice that prompts referencing āGhibliā no longer worked the same. Some seem blocked entirely. Others returned generic or muddled results.
OpenAI later confirmed it was taking a āconservative approachā and refusing prompts that replicated the style of living artists.
Another OpenAI viral marketing stunt?
Now, thereās a marketing masterclass here that OpenAI and Altman have played out before.
It goes like this: let a model launch with looser controls, watch it go viral, then nerf it later in the name of legal caution or policy shifts.
When OpenAI did voice mode demos, the same happened ā millions of subs, then the product underdelivered for a while (itās pretty good now, in fairness, but is still inhibited vs those first demos).
Just because AI companies get away with it doesn't mean everyone can
Users might get away with Ghibli-inspired selfies. But if you're a brand using this sort of imagery for commercial gain, you're putting a target on your back.
Studios like Ghibli might ignore the AI companies ā theyāre too big to fail right now ā but they could go after businesses deploying images that blatantly defraud artists.
When you cross the line from fun to commercial, the risk becomes yours, not the AI's.
We can pull up Disney as an example. Notorious for vehemently protecting their copyright, they went after Etsy sellers in a series of legal attacks.
You can only imagine the absolute bloodbath that would ensue if the Ghibli moment happened with Disney imagery (not that OpenAI would ever allow that).
Plus, according to the U.S. Copyright Office, prompts alone donāt qualify as authorship as of this month. So not only might your AI-generated campaign content infringe on someone elseās rights ā you might not even own it yourself.
The takeaway here is twofold:
1) Just because AI normalizes blurring copyright doesnāt mean marketers and business owners can.
2) And you may not be able to claim ownership over any high-value images you create with AI (logos, etc).
THE STACK
Words AI never uses š«

In past newsletters, Iāve focused a lot on words to avoid if you donāt want your content to feel AI. But what about words and phrases AI never uses, which humans do
Here's a guide to words and expressions that can make your AI-edited content instantly more human:
1. Colorful superlatives
AI tends to stick with basic positive descriptors with predictable divergence (e.g. transformative, game-changing). They are not always bad, and sometimes they are the best fit, but they are probably best avoided when possible.
š¤ AI loves: Effective, great, beneficial, optimal, valuable, high-quality, transformative, game-changing
š§ Humans use: Brilliant, mind-blowing, superb, wonderful, fantastic, superb, out of this world, outstanding, incredible, amazing, wonderful
2. Industry slang & jargon
AI knows the dictionary definitions but misses the living vocabulary professionals actually use.
š¤ AI loves: Cost-effective marketing strategy, positive customer feedback, increased engagement metrics
š§ Humans use: Getting more bang for your buck, customers are eating it up, moves the needle, crushing your KPIs, blowing up your metrics
3. Cultural touchpoints
AI is generic, while humans naturally reference shared cultural knowledge.
š¤ AI loves: Similar to popular science fiction concepts, reminiscent of classic literature, akin to famous historical events
š§ Humans use: It's giving Black Mirror vibes, has serious Hemingway energy to it, peak 90s MTV aesthetic, Red Bull marketing swagger (ok there might be better ones, but this is what I came up with). Also, trendy phrases like, gives me/you the ick, hit me/you right in the feels.
4. Bold claims vs. sitting on the fence
This is the big one! AI constantly hedges with academic-sounding qualifiers. Make your writing more confident.
š¤ AI loves: May potentially improve, can be particularly effective, generally considered to be, it is worth noting that, generally overusing ātypicallyā
š§ Humans use: This strategy is pure gold, absolutely smashes/beats expectations, absolutely rock-solid, canāt be faulted, a truly outstanding example, first-class, best-in-class
5. Alternatives to "just" and not just"
Many will know that AI loves these crutch phrases when explaining concepts.
š¤ AI loves: This isn't just about increasing sales, but also..., Marketing is not just creating content, but also⦠(yawn)
š§ Humans vary their transitions: This extends beyond numbers alone, Marketing encompasses everything from...,+ generally avoiding ānot just x but yā
6. Strong negative language
AI tends to soften criticism, while humans are more direct.
š¤ AI loves: Suboptimal outcomes, less effective approaches, challenging implementation
š§ Humans use: Total waste of money, absolutely tanked, completely missed the mark, epic fail
When editing AI content, itās important to go beyond merely stripping it from AI hallmarks. Inject human content into it, too. Itās not a procedural thing ā it takes genuine thought to do, which shows in the final product.
Your audience can sense the difference ā and as the research from last week showed, they respond better to content with that authentic human touch.
THE STACK #2
HuggingFace Spaces

If you've spent any time exploring AI models, chances are you've heard of Hugging Face.
At its core, Hugging Face is a platform for hosting and collaborating on machine learning models. But over the last year, it's grown into a kind of operating system for the open AI ecosystem.
One of Hugging Faceās most useful (and underrated) features is Spaces ā a growing library of free, browser-based AI apps built by developers, researchers, and startups around the world.
Think of it as a directory of live AI demos: no installations, no sign-ups required. Just click, run, and test. For marketers, this makes it an incredibly fast way to explore whatās possible ā from generating images to building brand assets or testing ideas before theyāre fully productised.
While a useful playground for indie devs, major players are active here too, such as ByteDance (from TikTok), Stability AI, Meta, and Black Forest Labs, spun out of Stability AI.
There are absolutely tons of tools on there. Youāll need a free account at least, otherwise most are severely limited. Here are a few highlights from the full directory here:
AI Comic Factory ā Generate full comics from a single prompt, complete with panels and dialogue

AI Comic Factory
Hyper FLUX 8steps - Excellent fast text-to-image model
IllusionDiffusion ā Create trippy, high-quality illusion art for unique visual campaigns
Open Meme Studio ā Turn prompts into memes or avatar-style graphics instantly
InstantID ā Personalised image generation while preserving identity (great for brand avatars.
Kolors Virtual Try-On ā Overlay clothing on user-submitted images for ecommerce and product demos
InfiniteYou-FLUX (by ByteDance) ā Recraft photos while preserving facial identity
TRELLIS ā Generate scalable 3D assets from 2D images
Hi3DGen ā High-fidelity geometry generation from 2D inputs
DeepSite ā Generate full apps with DeepSeek, a large model that builds from ideas

3D model from a squirrel photograph
One last thing
Spaces is also a window into how the AI ecosystem is evolving. Tools here often appear before they hit mainstream platforms, and theyāre far less restricted in what they can do.
That makes it a useful spot to watch for trends that affect AI development before fully regulated products hit the mainstream market.
CONSULTANTāS CORNER

šļø Recommended AI marketing events
Whether youāre building with AI, leading a marketing team, or just trying to stay sharp in a fast-moving space, events are still one of the best ways to plug in.
Great events do more than just deliver content ā they give you context. You get to see what other teams are testing, whatās actually working, and where the market is headed.
Theyāre also one of the few places where you can meet like-minded people, talk shop with folks solving the same problems, and build a network that isnāt purely algorithmic!
Some top events to check out:
AI Agents Summit (Virtual) ā September 18ā19, 2025: Laser-focused on AI agents, copilots, and autonomous systems. If you're experimenting with automating parts of your marketing workflow or interested in agent-based design, this oneās worth attending.
AI for Marketers Summit (Virtual) ā November 13ā14, 2025: Created specifically for marketing professionals. From prompt engineering to campaign automation, itās a practical look at how AI is being used right now in real teams.
Data + AI Summit (San Francisco) ā June 9ā12, 2025: Hosted by Databricks, thereās plenty of marketing relevance here ā especially around LLM workflows, AI tooling, and future-proofing your stack.
Ai4 2025 (Las Vegas) ā August 11ā13, 2025: A big-picture AI conference covering finance, healthcare, retail, marketing, and more.
Hope you enjoyed this weekās issue. If you missed the last newsletter, you can read it here.
If you found it useful, please recommend it to a friend or colleague.
Until next time. Happy marketing.
āThe AI Marketer
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