running a proper test this week because i have a big pitch on friday and i want to know for real: does humanize AI get detected by the tools my clients might actually use?
my concern: the client is a university communications department. safe to assume they use turnitin and probably GPTZero internally. i’ve been using AI to help structure my capability statements and case study summaries, then humanizing. if they run their vendor shortlist materials through a detector and mine flags, that’s a problem.
so here’s what i’ve been testing:
- raw chatgpt output: 94% AI on GPTZero, 88% on originality
- after a dedicated humanizer tool: 31% on GPTZero, 44% on originality
- after a free humanizer option: 28% on GPTZero, 52% on originality
- after my own manual edit of the raw chatgpt output: 12% on GPTZero, 19% on originality
can humanize AI be detected? yes. but manual editing still dramatically outperforms any humanizer i’ve tested. the humanizers are faster but the quality of “undetectability” is noticeably lower.
thinking about using humanizer for the initial rough pass and then doing more manual editing on top. anyone else doing a hybrid approach like this?
Does humanize AI get detected: yes, consistently in my testing, especially by a leading AI detector. your test results match mine roughly. manual editing drops scores more than any tool i’ve tried. the hybrid approach (humanize then edit) is genuinely the best workflow for high-stakes content
Can humanize AI be detected by turnitin specifically: turnitin’s AI detection is separate from their plagiarism detection and behaves differently. my experience is that it’s actually more forgiving of humanized content than a leading AI detector. but i wouldn’t bet a client pitch on it
@w.moses.flint.54 31% on GPTZero after a dedicated humanizer tool is solid for a humanizer. the originality gap is interesting - that aligns with what others have found. a free humanizer option performing similarly but with slightly different scores across detectors is useful comparison data
Your hybrid approach sounds right. does humanize AI get detected less after manual editing on top of humanizing: yes significantly in my experience. the humanizer handles the mechanical patterns, the manual edit handles the statistical patterns that sophisticated detectors pick up
university comms departments are increasingly sophisticated about this. i’d do the hybrid approach for this pitch: humanize, manual edit, then final detector run against both GPTZero and originality before submitting. 12% on GPTZero from manual editing alone is already very good