Putting Grubby AI to the Test
How I ran the test
I used one source paragraph for every check so the before and after results stay directly comparable. It is a 180-word passage about remote work, generated by ChatGPT and left unedited. Every scan in this section was run in September, 2026. I put the text through four checkers: GPTZero, Copyleaks, Originality.ai, and the detection panel built into Grubby itself. Detector models and pricing change often, so read these numbers as a snapshot of that one day.
Establishing a baseline
Before touching Grubby, I ran the raw ChatGPT paragraph through GPTZero to confirm what I was starting with.

GPTZero marked the passage as 100% AI and said it was "highly confident" the text was AI generated. That is the floor. Anything Grubby does has to move the needle away from this result.
The GPTZero result, a genuine win
I pasted the same paragraph into Grubby and ran the Humanized mode. The rewrite came back in a couple of seconds.

The interface is worth a look before the scores. Along the bottom Grubby lets you pick the detector you want to optimize against, and the top right corner confirmed my output was "Optimized for GPTZero." That single detail explains a lot of what comes next.
Then I fed the humanized version straight back into GPTZero.

The score flipped to 98% human. Grubby did exactly what it advertised against this one detector. If GPTZero is the checker you answer to, the tool earns its price.
Where the claims fell apart
Grubby ships with its own detection panel that scores your output before you ever leave the editor. Mine looked reassuring.

The panel reported the text as human everywhere, including Copyleaks at 98% and Originality.ai at 97%. A small line at the top quietly admitted these are "in-product checks" that may differ from your institution's detector. So I tested that admission directly.
I took the identical output and ran it through the real Copyleaks.

Copyleaks flagged the text as 100% AI. It counted 171 AI words and zero human words. Grubby's own panel had promised me this exact text would clear Copyleaks at 98% human. The gap between those two readings is the most important thing I found in the whole test. The dashboard inside Grubby cannot be taken at face value.
A second opinion
To check whether Copyleaks was an outlier, I ran the same output through Originality.ai.

Here the verdict was softer. Originality reported "AI use appears to be 15% or less," which counts as a pass. The setting matters though. This scan ran in Originality's AI Allowance mode with the threshold set to 15%, its lenient educator option rather than the strict scan most people cite, and the text cleared the bar by sitting right on top of it. Grubby's claim held up for the forgiving mode and collapsed for Copyleaks.
Output quality
Detection scores tell half the story. I also wanted to see what the rewriting does to the writing, so I ran a dense technical paragraph about consensus in distributed systems.

The hard vocabulary survived. Terms like consensus and idempotent came through intact. What Grubby lost was precision and rhythm. The original packed detail into long, information-rich sentences, while the rewrite chopped everything into short, flat lines that read like textbook captions. "Paxos and Raft are two such algorithms" is accurate and lifeless. The tool humanizes by simplifying, and simpler is not always the same as better.
The free plan is a wall
The free tier caps you at 300 words a month, which sounds workable until you hit it mid-task.

My technical paragraph tripped the limit and Grubby stopped me with an upgrade prompt. The usage dashboard put the squeeze into plain numbers.

I had burned 292 of my 300 words, 97% of the monthly allowance, leaving 8 words and a 24-day wait for the reset. Given that 300 words is roughly one short paragraph, the free plan works as a demo rather than a tool you can actually write with.




