AI Detectors Flag Human Writing as Machine-Generated
Content creators are experiencing a crisis of recognition and value, as their work is increasingly perceived as AI-generated, despite significant effort and expertise. This leads to feelings of frustration, insecurity, and a questioning of the perceived value of their contributions. The feedback undermines the creator's investment and expertise.
SOURCES (60)
“Doing some writing in notion and wanted to check word count for a specific section. AI claims theres a feature for this but I can't find it anywhere. Did it just hallucinate a feature? FWIW I am aware I can use AI to do the…”
“Hi! I wrote an original chapter, and tested it to 12 different AI detectors. Some got it right, with 0%, with others completely off. The first few photos are to the actual chapter, so you know exactly what I tested for AI. P.S. I originally wrote this for someone else, but due to reasons, I now own it. So, I pulled a test based on a completely wrong percentage on my writing. submitted by /u/Maanestein [link] [comments]”
“what title says. Also a pdf slideshow submitted by /u/Unique_Country8193 [link] [comments]”
“One of the papers I reviewed has what seems to be entirely LLM-generated rebuttals, and the original paper is also clearly LLM-generated, with Claude-speak everywhere. While the authors acknowledge LLM writing assistance in the checklist, it really annoys me personally - what is clearly Claude's writing style is very difficult to parse, and indicates a lack of effort to me. While I'm trying to remain objective and realize it's my role just to judge the actual content of the work, I d”
“> It has been getting easier to create creative works over timeWhen it comes to writing, paper and pens, and then typewriters, have been rather cheap for a long time. Computers made it even cheaper, but it was already so cheap that wasn't the bottleneck. Or take playing instruments, singing even.But you are totally right about distribution being essentially free now, and with all my qualms about slop and algorithms etc. it's also true that some things become widely known simply because they're r”
“lol you can’t be serious. For example: There’s a difference between using AI to clean up a post for readability when English is your fourth language, and “being a fan of AI”.”
“Did you read the paper you are linking to? It records a 0% false positive rate for evaluation of human-authored controls, and fewer than 5% of the hybrid and humanized papers had their AI levels overestimated by pangram. It is not completely clear from the data, but it seems that depending on whether the n=2 overestimates were “100% ai generated” assessments, the study you link says pangram’s 100% AI assessments were right anywhere from 95-100%”
“I decided to put my college essay and UC PIQ's into 4-5 different AI detectors because I'm paranoid, and some of them said 0%, and others were up to 35% as AI. Is it cause I used Grammarly? Or is this normal? submitted by /u/-ilovechicken- [link] [comments]”
“I posted here earlier about using Al to check it, but most of the comments said no. So are there any alternatives or trusted applications and websites to check it? submitted by /u/Typical-Scarcity-586 [link] [comments]”
“Recruiter here. I assumed there'd be a large AI skills gap amongst copywriters. What I've actually found is most are already using AI extensively but aren't positioning it on their CVs or portfolios. Curious if others are seeing the same thing? submitted by /u/YTdeancousinTV [link] [comments]”
“Pair> I don’t know if people were always saying “it’s not X, it’s Y,” but I’m hyper-aware of it. When I see it, I assume it was written by AI.with> I don’t believe that people receiving the documents are reading the documents either: I think they’re asking their agent to summarize it.and draw your own conclusion.”
“Current models are still notoriously bad at writing prose. It's not just the easily recognizable tics like "load-bearing" and "genuinely". The text is just sloppy, pompous, and full of air.I've tried different approaches like feeding it examples of my own writing, giving it a style guide, and iterating a few editing sessions, but it appears the way these models write/talk is rather deeply ingrained, and it usually end up easier for me just to write myself. Has anyone found a good approach to mak”
“Wanted to actually test something I'd heard repeated a lot: that the headline/title matters way more than the body. Same underlying content, five different opening lines. Nothing else changed same length, same platform, same posting time (staggered across days, same account). The spread in engagement between the best and worst opener was bigger than I expected bigger than any change I'd made to the actual substance of the piece in months. The ones that did best weren't the cleverest”
“My communications team works in higher education, and although none of us are native English speakers, we write professionally every day. A board member who is a native English speaker recently told us our writing sounds robotic and follows "AI patterns." The interesting part is that we've been writing in this style long before AI tools became common, so I think it's more about our writing style than AI itself. The feedback really hurt my team's morale, but I'd like to”
“Expand the replies to this comment to learn how AI was used in this post/project.”
“Writing style is usually just given to it as a paragraph or two and LLMs are doing AI generation based on statistical models of what word or words should be next. It takes a whole lot of extra overhead for it to adequately take into account writing style at every token generation since it's putting such a full overhead into coherence to the topic itself. Though it does seem like having a second pass of an agent whose sole job it is to only rewrite the content in a given writing style and not”
“To corroborate this - I found pretty similar rates of AI-flagged papers over time from running pangram on ArXiv (abstracts) in a physics subfield, which is currently at about 25% as of April (write up here: https://peterse.github.io/2026/06/15/The-rising-tide-pt1.htm...).Its not clear from your writeup what threshold needs to be reached to be classified as "machine written". A preprint where half the text is human and half is 100% AI should be a different category than a preprint where 100% of t”
“If a human writes a given paragraph, I know it has attained a minimum level of awareness in some human mind at some point. If an AI writes a paper, I have no guarantee that it has reached that minimum. We also fear, with some reason, a correlation between AI writing and possibly being hallucinated or non-existent. Not just because AI is bad and people should feel bad for using them, but because given that a paper is somehow fake, it is probably more likely to be made with AI, and running that ba”
“I would argue it's fraudulent. There's loads of text to speech synthesizers that work just fine but sound robotic. The huge technological advancement of tihs technology is that it 'sounds human', even if it isn't.LLMs are great, but we should stop bundling fake image generation and fake voice generation with it and calling it AI.If you truly believe that there's no problem, and that it's fine, then use a TTS technology that didn't spend a gigajillion dollars on trying to sound like it's not what”
“Have you encountered strange links within documents leading to website dummy-citation.com? What are they? Is that an indication of AI generated links? After some googling, I found them in seemingly already published academic articles as well, such as https://www.sciencedirect.com/science/article/pii/S102691852600123X or https://www.researchgate.net/publication/404294551\_EXPLORING\_THE\_INTEGRATION\_OF\_MODERN\_PORTFOLIO\_THEORY\_AND\_PLANNING\_THEORY\_TO\_OPTIMIZE\_ALTERNATIVE\_FINANCING\_FOR\_”
“I swear I was finally so happy with it when I submitted. Reading it back, the use of AI is pretty clear because the sentence structure is too perfect. I don’t want to dwell or add any unnecessary stress, just need advice for how to move forward. Do I cut the AI and write differently for secondaries? Or is that almost more odd? If anyone wants to trade primaries and offer each other advice I’m open to it. Thanks. submitted by /u/UpstairsAd2774 [link] [comments]”
“OP’s initial premise regarding the Polish language was built entirely around the baseline of a default American AI assistant, focusing on typical AI phrases and stylometry. This is a fundamentally flawed methodology, yet he used it to position himself as an authority. Later, when presented with text in Polish, his reaction completely lacked basic human nuance. There was no natural response like, "Zelow? I'm from a different part of Poland, but I know it." This instantly triggered c”
“I was searching up a paper I recently put on arXiv today to get its bibtex for my CV and found an AI-generated explainer video about my paper. What an insane time to be in research. Forget getting into a top journal, the real test is having someone make an AI video about your paper ig 💀 The worst part is they didn't even acknowledge the authors or provide a link to the original paper, and it looks like this channel is just pumping out low-effort AI content nonstop submitted by /”
“I put some personal statement drafts that I LEGITIMATELY WROTE MYSELF through Pangram AI detector, and they are coming out with high probabilities of AI usage. How concerned should I be? Pangram claims to be exceptionally accurate and the "gold standard" for AI detection. submitted by /u/QuietFormat [link] [comments]”
“I’m going to have to update these results because I’ve discovered that the benchmarked Harvey LAB tasks included fabricated scoring criteria: https://overfittingdicta.substack.com/p/investigating-lab-part-3-fabricated The per-criterion scores should still be mostly accurate, but they may shift slightly once the fabricated criteria are removed.”
“Wow, I could not disagree with this more. What’s valuable about a novel is the social relationships it fosters, both in relation to the author, and also all the others that have read it. I read a book to better understand what other people are thinking, how they see the world — both directly from the author, and indirectly, in discovering what other readers may have found valuable.I can maybe understand finding value in a machine-written novel if others also read it and enjoyed it, but having an”
Thats what im doing, not copying ! Did i say i cannt write with AI?
“This is the "AI will never draw hands correctly" of 2026 lol. The field has matured and it is absolutely possible to reliably detect AI-generated text.”
“Greetings! I am writing thesis by taking reference/help with ai tools but not complete dependently. I write my own words and ideas but includes AI tools sometimes and i want my thesis perfect for publication. I tried open sources detectors but i couldn't trust them because some showed high AI influence but somehow showed completely normal. So if anyone can help detecting AI text or not, will help me a lot for motivation! submitted by /u/Nikxn_70 [link] [comments]”
“Maybe it's deliberate. Allows one to quite easily discern AI writing from human authorship. I see that as relevant in e.g. fiction or in academic environments.”
“Why is AI so bad at writing without sounding cringe and repetitive? "It's not this, it's that." "Not because... but because..." The cadence and prose are also dry and boring. Even though AI is pretty good at short form hooks and professional papers, creatively it feels like garbage. It seems like that's the human advantage: creativity. submitted by /u/deezzbutzz [link] [comments]”
“Hypothesis: If Google can detect EEAT in content using LLMS and if humans can put EEAT into pages and content, so can AI. And AI can manufacture it at scale. Forgetting how narrow YMYL is, as thats just another debate submitted by /u/WebLinkr [link] [comments]”
“Every time I wanted to understand an important AI paper, the process looked something like this: 📄 Open a 30-page PDF 😵 Read a few pages 🤔 Google unfamiliar concepts 📺 Watch YouTube videos 💬 Ask ChatGPT questions 🔁 Repeat... It felt like learning from research papers was much harder than it needed to be. So I started building PaperLab. The idea is simple: instead of reading a static PDF, you interact with the paper. For each paper, PaperLab includes: - 🎮 Interactive simulations - 🏗️ Arch”
“I've been hearing more and more title abstracting services using AI to automate their searching processes, and some of them don't even have a human look over the final report. I was wondering what everyone's thought was on this, and if you trust the AI with it. I'm interested in doing this myself if people think it's reliable, because it seems like it would be a massive time save for me. submitted by /u/exnerdy6480 [link] [comments]”
“Within the past 5 years I've seen a dramatic shift in the average quality of essays by students. It's easier than ever to have perfect grammar & sophisticated vocabulary thanks to AI, but at the same time, brilliant students are compromised by "too-perfect" storylines or over-engineered ideas. More often than not it's not their fault. They've just been taught to write perfectly and professionally throughout high school. Ironically, being too perfect is how you lose”
“I'm wondering if anyone else is experiencing this and how we should think about it as a profession. I get notifications of citations to my papers and I often go look at the new paper to keep up with the field. I am increasingly getting citations that are totally irrelevant from papers that are total garbage. My citation count isn't *yet* significantly influenced by this, but I can see the trend and in a few years, it might be. AI is breaking every part of academia, but this one didn'”
“so i write like AI, and my personal statement draft came through on gptzero as 95% AI, on grammarly ai as 39% AI, and as 7% AI on zerogpt. what was interesting is that nobody who read it thought it was AI, it seems really human and natural, just a bit polished. should I be worried? submitted by /u/No-League-8416 [link] [comments]”
“> I'm sure it's my fault, somehow - but I'm a damn good writer; I just don't know how to communicate with people who won't put forth the effort to engage with detail.I used to put effort into those people. It was a waste of time. Now I just do everything I can to ignore them, work around them, etc.Knowledge workers who won't engage with the material are just like ditch diggers who won't touch a shovel. They're dead weight, and organizations that fail to cull them are doing it all wrong.Sadly, th”
“Ran six AI notetakers through our standard vendor questionnaire last month. Four failed on the data training clause, one passed but couldn't produce a SOC 2 Type II report on request, and one cleared the review clean. Fellow ai cleared on the first pass, the platform holds SOC 2 Type II plus HIPAA compliance, the DPA contractually prohibits training models on customer data, and admin controls include zero day retention as a workspace level setting. For context we're a healthcare adjacent”
“Think about it this way - every crappy movie out there could have been a GOOD movie - if only they’d hired some inspiring artists to make it, and given them the funds, instead of filming an artless Hallmark movie. Ok now imagine a world with potentially infinite hallmark movies with no real cost. That’s not going to suddenly free up monies for the true artists, it’s just going to flood the marketplace with slop.”
“Pangram Seems to Work and Students Don’t Like It As the fall semester approaches I have two questions. How good is Pangram.com at avoiding false positives for AI prose, and has student AI use grown since ChatGPT's arrival? Fortunately, I have a dataset with which to answer these questions: seven years of reading responses from my Communication in the Digital Age course. Unfortunately, I don't have all the students' responses over that time, but many of their responses do survive on t”
“Just received two reviews on an article submitted to a journal. The first reviewer's comments are multi-page and very, very (suspiciously) thorough with a standardized structure for each observation (observation, example, criticism, recommendation). While we value most of the comments, there were at least 3 hallucinated criticisms ("you used words 'X' and 'Y' and did not define these anywhere"...we did NOT use those words anywhere in the manuscript). Should we push”
“So I just recently did a discussion post that I did not copy and paste but used a tool for my grammar mistakes and to help my sentence structure. After I submitted it, I was curious and went on the Turnitin site, and it said it was all AI. Does this count as cheating even though I did not copy and paste but rather used it to help my spelling? Sure, I used an AI app, but I'm not the best typer, plus most of it I didn't use the correction but rather looked at the spelling mistake and just”
“Expand the replies to this comment to learn how AI was used in this post/project.”
“Well people are getting better at spotting it, but not because they've memorized a list of "AI words." it's more about the overall feel. AI writing sounds polished but oddly impersonal. bot like even. every paragraph is neatly structured, every transition is smooth & it rarely includes specific experiences or opinions that make you think "a real person wrote this." basically just rambles some mumbo jumbo without having any point across”
“Something I've been thinking about recently is whether people can naturally tell when an article was written with AI. I've seen comments where readers say a post "feels AI-generated," even when no detection tool was used. It made me wonder what gives it away. Is it repetitive wording? The overly polished tone? The lack of personal stories? Or maybe it's the way paragraphs are structured. For anyone who reads a lot of blogs or online articles, what are the biggest signs that”
“For the past few months, I've been sending every story that reaches the HN front page through Pangram's AI detector and noting the scores. The reason I made it is that I kept noticing posts that sounded like AI-generated to me. Sometimes the comments pointed it out, sometimes a post was near the top all day and no one said a word. I wondered if the share was really increasing or if I was just primed to see slop everywhere. How it operates: The site identifies the top 30, gets each articl”
“Am I the only one who now actively notices whether a post or piece of information is written with AI or not? If I do find it it written by AI or sounding like it, unless it’s fact-based or informative I automatically disregard it or don’t value the input Examples are businesses using AI to write their generic content or posts. Or Reddit posts that are slop. What do you think or do? submitted by /u/roflpro111 [link] [comments]”
“Please, if YouTube has defamed you in this way and wrongfully flagged your video as AI-generated, share your experience in my post here on this subreddit, which is about false positives.”
“You can tell this was written by AI in about three seconds. Not because AI is bad at writing. Because the human using it gave up after the first draft 😅 I saw this last week while reviewing a landing page. The copy was clean. Grammatically fine. Nothing “wrong” with it. But that was the problem. It said things like “built for modern teams” and “save time with better workflows.” The kind of lines that sound okay until you ask, “Would a real customer ever say this out loud?” That’s my AI copy sme”
“The writing process looks very different today than it did a few years ago. Many SEO professionals now use AI to brainstorm ideas, organize outlines, summarize research, or speed up the first draft. While these tools can save a lot of time, they don't replace the experience and judgment that skilled writers bring to the table. A successful article still requires careful editing, fact-checking, thoughtful organization, and an understanding of what readers are actually searching for. Creating”
“I came up with 100% of the content of my PS, W/A section, and the secondaries that I have so far, and I wrote full drafts for them by myself. However, I used AI for proofreading, cutting down words, and tightening phrasing because I have a tendency to ramble when I write. Now, all of my work is showing up as 60-80% on AI checkers. Some are even showing up as 100%, even though I know for certain that half of the paragraphs have not been touched by AI at all. Are med schools going to hold this aga”
“That sounds like the right direction. I would make the similarity % less prominent than the “why it matched” text, because users tend to overread percentages as precision even when they are more like ranking signals. A strong test set could have three buckets: clean screenshot, vague memory, and misleading clue. The misleading-clue bucket is useful because it shows whether the app can say “probably not this” instead of forcing a confident match.”
“Sometimes there’s a super small AI tag in the bottom left corner, but mostly on obvious AI videos only. This is probably the second or third time I’ve seen an AI short and realized it’s ai only by the end of the video. It’s probably good for me cause I’m so mad I’m never watching shorts again. submitted by /u/L_a_i_k_a [link] [comments]”
“Was catching up with a few friends recently, and the conversation naturally drifted to AI. One of them asked, "Is there even a point to writing blogs anymore? Anyone can generate a 1,500-word article in five seconds now." It’s a valid question, and a lot of creators are panicking about it right now. But I had to disagree. I told them: "AI isn’t going to replace good writers. It’s just going to replace lazy research." Think about it. If a blog post is just someone Googling a t”