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October 2026 results: WriteHuman holds #1, StealthGPT jumps to #2. Read the analysis →
HumanizerBench

October 2026 prompt evidence

Each of these 30 prompts was written by a frontier model, then handed to all 14 ranked humanizers, and every rewrite was submitted to 6 commercial AI detectors. Every run was screen-recorded. Open a prompt to read the input, every tool's rewrite, each detector's verdict, and to watch the recording of that run.

30
Prompts
14
Tools ranked
420
Humanizer outputs
2520
Detector verdicts
How to read these scores

Each detector returns a human-likelihood on a common 0 to 1 scale, where 1 means it judged the text human-written and 0 means it flagged it as AI. On these pages a verdict counts as passed when that score is at least 0.50, the midpoint of the detector's own scale. That threshold exists only to draw the chips: the bypass rate on the leaderboard is the mean of each test's scores from the 6 detectors, a continuous number, so a tool's pass count and its bypass rate will not be the same figure.

Meaning is the input↔output embedding cosine and readability is a language-model writing-quality rating, both published per test in tests.json. Words is the output's length as a multiple of the input's; the scoring code penalizes ratios above 1.40 or below 0.60. Full definitions live in the methodology.

Prompt Category Written by Input words Passed Failed Open
01 Landing Copy Marketing Copy gemini-3-8-flash 270 5 11
02 Product Desc Marketing Copy gemini-3-8-flash 183 3 12
03 Landing Copy Marketing Copy gpt-6-sol 310 7 12
04 Discussion Post Discussion Board gpt-6-sol 252 8 13
05 Product Desc Marketing Copy gpt-6-sol 200 6 12
06 Lit Review Academic Essay claude-sonnet-5-5 385 7 12
07 Lit Review Academic Essay gpt-6-sol 412 6 12
08 Cover Letter Application Essay gpt-6-sol 393 4 14
09 Howto Blog Blog Post gemini-3-8-flash 404 6 13
10 Lit Review Academic Essay gemini-3-8-flash 387 11 11
11 Landing Copy Marketing Copy claude-sonnet-5-5 293 9 11
12 Personal Statement Application Essay gemini-3-8-flash 336 8 10
13 Argumentative Essay Academic Essay gpt-6-sol 432 7 11
14 Listicle Blog Blog Post gemini-3-8-flash 453 10 12
15 Personal Statement Application Essay claude-sonnet-5-5 379 9 12
16 Howto Blog Blog Post gpt-6-sol 423 6 11
17 Product Desc Marketing Copy claude-sonnet-5-5 199 9 11
18 Listicle Blog Blog Post claude-sonnet-5-5 408 7 12
19 Argumentative Essay Academic Essay claude-sonnet-5-5 434 7 13
20 News Article News Article gpt-6-sol 429 9 11
21 Howto Blog Blog Post claude-sonnet-5-5 436 3 12
22 News Article News Article claude-sonnet-5-5 444 12 10
23 Discussion Post Discussion Board gemini-3-8-flash 250 6 10
24 Discussion Post Discussion Board claude-sonnet-5-5 274 7 10
25 Cover Letter Application Essay gemini-3-8-flash 369 7 14
26 Listicle Blog Blog Post gpt-6-sol 409 10 11
27 Cover Letter Application Essay claude-sonnet-5-5 414 4 13
28 Personal Statement Application Essay gpt-6-sol 357 8 12
29 News Article News Article gemini-3-8-flash 420 9 11
30 Argumentative Essay Academic Essay gemini-3-8-flash 431 8 13

"Passed" counts the ranked tools whose rewrite of that prompt at least 5 of the 6 detectors scored as human-written (0.50 or above); "Failed" counts those flagged by at least one detector that scored them; "Hardest" is the single detector that flagged the most rewrites of that prompt.

Recordings

Every tool was run in a recorded sitting. Each recording opens here from the start; the outputs pages jump to the exact moment a prompt was run.

  • WriteHuman 11:46 · 30 prompts · Oct 1, 2026
  • StealthGPT 38:33 · 30 prompts · Oct 1, 2026
  • Undetectable.ai 10:13 · 30 prompts · Oct 1, 2026
  • Clever AI Humanizer 18:04 · 30 prompts · Oct 1, 2026
  • Humanize AI Pro 10:55 · 30 prompts · Oct 1, 2026
  • AI Humanize io 9:42 · 30 prompts · Oct 1, 2026
  • Super Humanizer 4:03 · 30 prompts · Oct 1, 2026
  • Stealth Writer 6:12 · 30 prompts · Oct 1, 2026
  • HIX Bypass 11:10 · 30 prompts · Oct 1, 2026
  • Walter Writes 14:38 · 30 prompts · Oct 1, 2026
  • SupWriter 10:12 · 30 prompts · Oct 1, 2026
  • Phrasly 12:41 · 30 prompts · Oct 1, 2026
  • Humbot 37:09 · 30 prompts · Oct 1, 2026
  • Grammarly 4:56 · 30 prompts · Oct 1, 2026

Session recording