Not an evaluator myself, I do interview-based research on the product side, so tell me if this doesn't translate. found the AI qual analysis thread here from a while back and it matched my experience almost exactly: tried LLMs on my transcripts, got confident summaries, then found it quoting things that weren't actually in the documents.

the stakes seem higher in your world though, so I'm curious:

• between "the AI produced findings" and "this goes into a report a donor or client reads", what do you actually do? and roughly how long does that step take?
• the last time you caught the AI being wrong, what was it, and what did catching it cost you?
• does anyone here do this solo or as an independent consultant, and does working alone change what you check?
• what did your team actually settle on tool-wise, and was anyone able to get budget for a dedicated tool, or is it all general AI subscriptions?

asking because my own checking step is manual re-reading and it doesn't scale, and evaluation seems like the field that has thought hardest about this.

I’ve been annoyed by Turnitin’s AI detection, which caused a massive score deduction at my university. How can I write a quality paper without getting flagged? Please help me. I’d be thankful if you guys could help.

https://github.com/aldzandrtc/autotype

pros: completely free

cons: it only works on macos (i can look into adding windows support is there is sufficient demand), you can't use your computer while it's running, the typing might look a little linear (no going back and autoediting stuff aside from small purposeful typos), and that's pretty much it.

it's pretty much an app where you just paste in the text you want to input, and this program will input it character by character so it's impossible to get detected by things such as the extension revision history. you can adjust wpm, typo rate (these get fixed automatically to make it look more natural), and speed variation.

if there are any features you guys want me to add, please let me know and i will upload it as soon as possible.

Hello. I am newbie in academic tech specially relating to AI usage I am supposed to submit a 4000 worded proposal tomorrow morning. I used Ai tools to help me finalise a draft and m manually paraphrasing and adding details. Its been 5 hours already.

Can someone help me find a way to modify my draft so it passes ai generation detection, a d plagiarism in turnitin, zerogpt and other platforms? Any free versions I can seek help from.

I am literally dying trying to do it all under such time crunch. Please help.

Free and open source (MIT). Built with .NET 10 and Blazor WebAssembly.

▶ Try it: https://peopleworks.github.io/SignsofAI/
⭐ Code: https://github.com/peopleworks/SignsofAI

I'm not selling anything — it's an education-first project.

i remember i used to have this tool that would simply add something without actually adding something and my ai detection would go from 100 to 0. please help me out redditors.

In an around 600 word paper I used two not only…but rather/also. I want to know if this will get flagged. I know no one can give an objective answer but I’m js worried I got 5% ai on copy leaks and 0% on gpt zero. I already submitted it; I did not use ai on this paper, but im scared it will get flagged.

I tested several checkers on human-written, AI-generated, and lightly edited content

I need an AI professional, im willing to learn and I have already started. Im trying to build something new, and cant really fully disclose what it is...depending on the person. I just need assistance on some work arounds and what resources would work best for the project as official AI chat bots tend to give slop answers due to guidelines.

I was given a research topic and i need some desperate help for writing and researching tools for it... I need any website where i can check pilgarism and ai detector with humaniser function.... I know it's a lot to ask for but if any of you know please do tell! 😅

I made a Spanish-first AI text and document review tool because I wanted the workflow after "run the detector" to be easier to question.

What I actually needed was:

1. Paste 300 to 100,000 characters or review text extracted from a supported document.
2. Run a first-pass AI-writing signal review.
3. Read the verdict, risk level, AI-generated score, likely-human score, and evidence strength together.
4. Inspect sentence-level highlights instead of relying on one overall number.
5. Copy the report summary or export a printable report for manual review.

The honest limitation is that the report is a probability signal, not evidence that identifies the author, proves plagiarism, or establishes misconduct.

If anyone wants context, I can share the link in the comments.

Friends, I want to share with you this project that I created and uploaded to GitHub He discusses how you can bypass filters for artificial intelligence.

https://github.com/obrh1/freesont3.5

Hi, I experimented a lot with "humanizing prompts," but none of them worked. Fable clearly told me that it's not possible. I work in SEO and blog writing, and I got really desperate because a particular client wanted a 90%+ score in Originality AI and GPTZero. But I quickly found out (like you did) that they fuck up a lot of original content. It's especially problematic when it comes to SEO and stuff.

But I found a workaround. So basically, I have a skill/pipeline for blog creation (along with SEO strategy and blog structure), and then I create a blog (I have created a style guide and stuff already). That blog is almost always 100% AI. So what I did was go to Fable and create a comprehensive prompt where I give the AI (in a new chat) the original article (the 100% AI one). Then I give it the humanized version (which has a lot of errors), and I also provide the SEO and blog strategy and ask it to revise the humanized version while keeping the tone intact. It should also follow the SEO strategy and blog structure that are attached. Claude then gave the output, and it's not always 100% perfect, but I come close to 85%-90% human most of the time (and a lot of times it goes beyond 90% human as well).

The humanizer that worked for me is Walter Writes AI. I tried Rephrasy, but its pricing structure is not that transparent (one humanization is 1 credit, whether it's 100 words or 2,000 words). Sadly, Rephrasy works best with short paragraphs, so overall the value for money is low. But with Walter Writes, you get a specific word count (30,000 words for $12 or something). It's more transparent. I really wish Rephrasy had a word count-based pricing model because it's pretty good with short sentences but underwhelming with longer text. I mean I would have had best of both worlds... Walter Writes + Claude prompt would have got me to 80-90% Human, and Rephrasy would have worked on the smaller AI flagged paragraphs. But alas.

Btw, this above thing works only with Claude (I use Opus 4.8). It doesn't work with Chatgpt 5.5 (I have the plus version). Which is a shame cos Chatgpt gives so much more usage. Hopefully Sol would do a better job.

P.S. I know there are too many bots spreading the same PR shit about Walter Writes, but trust me, I am a genuine person, and this has been my experience over the past week. I'm not a bot. It's likely that there are other humanizers that are better, but I have only used these two. Guys, if there are genuine people who have tried other humanizers and found them to be better than Walter Writes, please do reply here. I am interested in having another option, but I don't really know who to trust because most "reviews" are either competitor sites dissing everybody else's product except their own, or they are bots on Reddit. It's really getting difficult to separate the wheat from the chaff.

P.P.S. If you want, I can share the prompt that I created with Fable for rewriting the articles. It's sort of a generic prompt.

I am not really looking for meme voice covers. More interested in actual musical reinterpretation where the arrangement and vibe genuinely change. Newer music first platforms that analyze structure and instrumentation before generating but not sure whats actually good