How do you distinguish AI content from real, human-made content?

I've lost my passion for beautiful images, talented animations, brilliant articles, because I've lost my belief in what I'm looking at. At first I could tell the difference between AI and human, now it's almost impossible. And that loss hurts more than I expected.

As a creative with 12 years in visual content, I know what it takes to come up with a concept- the scenes, the framing, the color palette, the mood. I know the sleepless nights behind a single frame that feels right. That process isn't just work, it's thinking, feeling, living inside the idea.

And then one day you wake up and everything that took talented artists years to master is being generated on demand- without context, without intent, without soul.

For audiences outside the creative industry, AI might feel like a gift- instant, beautiful and accessible. I get that!

But for those of us who spent years and nights building this craft it feels a little like an ending.

For text, I usually notice repetition more than any single tell. For images and video, it’s getting harder to detect reliably, so I end up paying more attention to whether something feels generic than whether it is AI.

I do a lot of work in NLP (Natural language processing) and finding Ai text is actually pretty easy once you look at the structure of the output string. Ai text isn't "perfect" it just follows a certain order. It is the same in Images or Video. You will probably need some sort of algorithm to check the text, image pixels and Video frames. But it's entirely possible to check if something is made by Ai without using Ai.

text is probably the easiest - there's typically a formulaic way to AI writing. for everything else i find it easiest to throw it back at AI to understand if it's AI-produced

The funny part is that adding mistakes is becoming another AI pattern too. For me, the biggest giveaway is not grammar, but lack of lived specificity. Human content usually has weird details, uneven flow, and context that feels earned.

We're building Marketing Stack and found that when AI generates content from an actual brand system ( your real tone, selling points, target audience etc..) the output stops feeling generic. The tells people notice (same sentence structures, vague hooks) mostly come from prompting with nothing. Feed it something specific and it reads differently. Still AI, but good.

I think its less about more AI content but more about loads of people just outsourcing their thinking. The content that I post is 80% myself and 20% claude, making some adjustments, but it never loses the crux of it.

Anyone who regularly interact with LLMs can smell the AI Slop from a mile away but then you have people who believe in quantity over quality so they'd rather have AI write everything than to put in the effort of thinking.

Every day it's becoming harder and harder! I'm a former graphic designer and currently it's too hard to differentiate real pictures from AI made. Challenging time!

honestly the em-dash + "it's not X, it's Y" stuff is going to be a temporary tell — once people start prompting models to drop those tics, the surface signals go away. what's stuck for me is structural: AI-written stuff often has perfectly balanced paragraphs and zero loose ends. real writing usually has a weird tangent the writer didn't bother to cut, or a sentence that starts strong and trails off. for video it's even messier — watermarks help short term but the longer play is provenance metadata at capture time (C2PA etc). curious what others are seeing.

Even when using tools such as "https://gptzero.me", it shows that the text is 100% written by a human, although it was fully AI-generated. AI is getting better every single day.