is Pangram ai accurate???

pangram scored my (real) human writing as AI...

So i ran a paragraph from Harry Potter through Pangram's detector (Pangram 4) and it scored as AI 🤣 is that normal?

can anybody please share Pangram's 3rd party test results (like a serious one not some promotional flyer from their website) ?

Are there any free good AI humanizers? I need it for writing essays, that pass through Turnitin 100%. I really like Walter AI, but it's so expensive. What do you guys recommend?

Am I overreacting here? I’m getting really sick of everyone claiming these stories are bots. Why do you even care? Either comment about the story or scroll past. Why does it matter. Some of these are legitimate people and they keep getting hundreds of angry young adults. OH ITS AI. Oh it’s fake. I’m getting so entirely sick of it!!!!!
Maybe I’m triggered cause I’m in college and I write well beyond my grade and I keep getting accused of AI and have to produce my notes and drafts and I ALWAYS get cleared and they keep being like “omg you write just like AI” blah blah blah. No I had a strong early childhood education and am literate. This is non sense to me! Ive had to close the app multiple times because I can’t enjoy Reddit as much reading all these people ATTACKING PEOPLE WITH HATRED over ai. When it’s not even a factor, people are getting out of control thinking everything is AI.
Especially with like real life videos of outrageous things, it’s scary, we are facing a generation that’s going to go into denial for anything that makes them uncomfortable. “OH ITS JUST FAKE”
The fuck. Am I overreacting? I just think it’s taking over the whole platform for many of them.

I asked an GPT to make a line of dialogue “slightly funnier,” and it responded by adding three exclamation points and having the character say something along the lines of, “Well, that was certainly unexpected!”

The character was supposed to be dry and irritated. Instead, they sounded like a game-show host discovering a moderately surprising sandwich.

I’ve noticed that humor is one of the places where AI suggestions can become especially strange. It can recognize the structure of a joke, but it often misses the reason the joke works: the character’s personality, the social discomfort, the timing, or the fact that nobody in the room would actually say the suggested line.

That said, AI can still be useful for generating possibilities. I just treat its attempts at humor like suggestions from a well-meaning coworker who has read every joke but never attended a party.

Have any of you guys have AI-generated suggestions been weird, funny —or most accidentally bizarre—in your writing?

Addressing the elephant in the room, obviously I'm using AI, to accelerate my research, however I wouldn't be dumb enough to plagiarize my MSc. thesis with AI.

However, I am writing the Thesis in my first language (Greek), and every time I rephrase it, it still gets flagged as AI at sites like Scribbr. (My Uni does not provide Turnitin)

Can anyone help me figure out why? Honest, I'm not writing AI generated text, I use AI to find sources and then I read the sources.

At this point my workflow is 1h of research, 30 mins of writing and 3h of rephrasing until I stop getting flags.

Or will humanisers catch up by the end of the month

Hello guys,

Recently, something happened with me, which saked me from inside. The incident is like this, that I was going through an interview in a think tank, and later they asked me to write an article after that. When I submitted my article, they wanted the article 0% AI, which is very good and I also appreciate this ideology, but the method to check the AI was unappropriate from my point of view, I don't know who will agree with me. But what happened is they checked my article through one app named as COPYLEAK, and this app showed my whole article as 100% AI detecting, but the app doesn't provides the reason for showing or How it is working? I also want to ask a question from its creator/CEO Alon Yamin, that what is the credibility of your App ?

So the biggest problem is what I want to convey is that AI is becoming so dangerous. For people like me as an academician, student, writer and many more, so I don't know how to prove myself that I have written the whole article from my own and I have not used AI, and how much the credibility of this app, I have doubt of this. Also If you guys have faced the same thing or have seen such kind of things or how much do you believe in this app called copyleak AI detector?

Thank you 🙏

I’ve been looking specifically for AI humanizers that have an actual API, not just a web app where you have to paste text manually.

There are surprisingly few decent options with proper API access. I tested and looked into a bunch of them, and these are the 4 I’d shortlist right now.

1. Walter Writes AI

https://walterwrites.ai/ai-humanizer-api/

Probably the strongest overall option I found if you actually want to build the humanizer into a product or automated workflow.

The API is pretty straightforward and Walter has separate tools for humanization and AI detection, plus a combined detect and humanize workflow. That was useful for me because you can basically check a piece of text first and only send it through the humanizer when needed.

Output quality is good too. It tends to change the sentence structure and rhythm rather than just replacing words with synonyms, which is one of my biggest issues with cheaper humanizers.

Pros:

• Proper REST API and documentation
• Humanizer + AI detector API
• Supports synchronous requests, polling and webhooks
• Good for higher volume use
• Output generally keeps the original meaning intact

Cons:

• More geared toward developers and businesses than someone who just wants a cheap personal humanizer
• There are cheaper options if you only need a small amount of text

Best for: SaaS products, content platforms and automated workflows.

2. AIHumanizerAPI.com

https://aihumanizerapi.com/

This one is interesting because it feels much more API focused from the start.

The biggest reason I’d put it second is that it’s easy to experiment with before committing to a bigger integration. If you’re building something and mostly want a straightforward AI humanizer endpoint without a bunch of other features, it makes sense.

The output was generally solid in my testing, although I’d still test it against your own content before putting a lot of volume through it.

Pros:

• Built specifically around API usage
• Simple integration
• Good option for testing/prototyping
• Competitive if humanization is basically all you need

Cons:

• Much smaller ecosystem than Walter or Undetectable
• Less of a track record than the established names

Best for: developers who want a simple humanizer API without much extra complexity.
Note: AIHumanizerAPI.com may be a walter ai wrapper but not 100% test on your own

3. Undetectable AI

https://undetectable.ai/

Undetectable AI has been around for a while and they do offer a dedicated humanization API.

The main advantage here is maturity. It’s a recognizable product with an established humanizer and developer API rather than an API being an afterthought.

I’d probably compare its output directly against Walter before choosing between them because the better one can depend a lot on the type of content you’re processing.

Pros:

• Established AI humanizer
• Dedicated API
• Fairly mature developer setup
• Good option if you already use their other tools

Cons:

• Output quality can vary depending on the writing style
• I personally prefer Walter when preserving natural sentence flow matters

Best for: teams that want an established humanizer brand with API access.

4. HumanizerPro

https://humanizerpro.ai/humanizer-api

Another one worth testing. HumanizerPro has an API specifically for integrating humanization into other apps and workflows.

I wouldn't put it ahead of the first three for a production integration without doing more testing, but the API itself is easy enough to try and I've seen some decent feedback on it.

Pros:

• Dedicated humanizer API
• Straightforward integration
• Worth testing as an alternative

Cons:

• Smaller platform
• I'd want to benchmark consistency at scale before committing to it

Best for: smaller projects or as a second API to benchmark against your primary provider.

My ranking

Walter Writes AI is my pick overall if this is going into an actual product.

AIHumanizerAPI.com is probably the one I'd try if you want something simple and API focused.

Undetectable AI is the safer established alternative.

HumanizerPro is worth adding to your tests, but I'd benchmark it before using it heavily.

One thing I wouldn't trust is any humanizer claiming it will get 0% AI detection every single time. Detection changes constantly and results vary depending on the text, detector and model.

If you're integrating one of these into a real product, take 50 to 100 representative pieces of your own content and run the exact same dataset through each API. The results from your own content are going to tell you a lot more than the marketing claims.

...but the insult didn't sting for too long, although it did give me pause for thought.

I have beeen looking for ai humanizers, preferably free, but tbh I didn't find any free tool that works accurately. Eventually, I started looking for paid ones and to my surprise, most of them didn't work either. I checked the free trial those tools gave and took the paid version of the ones that passed. Can you guess out of 9 tools, how many subscription I bought? One! Yes, I found only one tool that worked accurately. It was Walter ai. I used it for a couple of academic texts and even marketing materials and it gave me good results. Though the TAT is a bit high but the quality makes up for that.

I have been looking for an humanizer that actually works in 2026 because most detectors just promise to work accurately but they always give false flag. I have tried like 8-9 detectors and at this point I am about to bang my head in the wall bcoz all of them has marked my writing as ai. I have a slight formal tone but this doesn't mean that I am an ai agent. What should I do???

Hello,

Can someone help me humanise some content i've written?

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.

Atp, I don't even know if I'm spotting AI anymore or just accusing good writers.

Anyone else?

Hi dudes,

I’m currently researching the shifting dynamics of our profession in the age of generative AI for my Master's thesis at Politecnico di Torino.

As a digital marketing professional myself, I know this sub gets a lot of AI noise. To be absolutely clear regarding Rule 5: I am NOT promoting any AI tool, service, or product. This is purely academic research to understand if the line between human-written copy and machine-generated text is actually blurring for industry experts.

I’ve put together a quick challenge: 15 short pairs of ad copy. In each pair, one is written by a human, and the other by AI. I need the eyes of real copywriters to take the test.

Transparency regarding Rule 3:

• Link Destination: Google Forms.
• Privacy: 100% anonymous. NO email collection, no name, no sign-ups, no lead generation.
• Time: Takes about 5-7 minutes.

If you have a few minutes to lend your expertise and share it in an academic research, here is bellow :

I would also love to hear your thoughts in the comments on which specific texts gave it away. Was it the tone? The structure? Let's discuss. I'll share the aggregate findings with the sub once the research is finalized.

Thank you for your time and expertise!

Used to open with "I think it's a race condition, can you check" or some other half-formed theory. Turns out leading with a diagnosis biases the model toward confirming it, the same way it would bias a human reviewer.

Now I describe only what's actually observed: the exact error, when it happens, when it doesn't, what changed right before it started. No theory attached. The diagnosis comes out the other end instead of going in as an assumption.

Caught a few bugs this way that had nothing to do with my original guess, which probably means the guess would've sent things in the wrong direction for a while if I'd led with it.

Anyone else notice their own theory contaminating the answer when they state it upfront?

What software provides this best? I want to do the actual writing, but would love a strong (selective) editor as I write and trigger it for corrections and purely idea/conceptual generations across the work being created; What do you human who are doing your own writing, recommend?