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The September 2026 results are in: WriteHuman holds #1, and newcomer SupWriter debuts at #5.Read the full analysis →
HumanizerBench

Head to head · September 2026 cycle

Penlify vs StealthBypass

StealthBypass finished 2.8 points ahead of Penlify in the September 2026 cycle, 39.38 to 36.57, ranking #13 against #14 in a field of 14. StealthBypass scored higher on 5 of 5 detectors and 2 of 7 writing categories. Penlify came out ahead on penalties (−5.0 vs −23.0), meaning preservation (62.7 vs 39.5) and marketing copy prompts (38.8 vs 18.9).

36.57 /100
overall score
#14 /14
rank -
+2.81
StealthBypass leads →
Detectors
0 5
Categories
5 2
Components
4 1
39.38 /100
overall score
#13 /14
rank -
Last tested
Prompts
33
Methodology
v1.2.0

Score components

What the overall score is made of: bypass rate weighs 42%, meaning preservation 32%, readability 16%, consistency across categories 10%. Output-quality penalties come off the total. How scoring works →

Bypass rate StealthBypass by 78.6
0.0 78.6
Meaning preservation Penlify by 23.3
62.7 39.5
Readability Penlify by 17.8
71.8 54.1
Consistency Penlify by 19.3
100.0 80.7
Penalties fewer is better Penlify by 18.0
−5.0 −23.0

Detector by detector

Share of each tool's outputs that a detector classified as human-written. StealthBypass took 5 of 5.

GPTZero StealthBypass by 69.3
0.0 69.3
Originality.ai StealthBypass by 58.5
0.0 58.5
Copyleaks StealthBypass by 65.1
0.0 65.1
Winston AI StealthBypass by 55.9
0.4 56.3
ZeroGPT StealthBypass by 41.3
43.0 84.4

Writing categories

Category score per writing context: bypass credit only for real rewrites, blended with the category's own meaning preservation and readability. Small categories swing; the prompt count is shown on each row. How category scores work →

Academic Essay Application Essay Blog Post Business Email Marketing Copy Discussion Board News Article Academic Essay: Penlify 27.0 · StealthBypass 39.9 Application Essay: Penlify 35.9 · StealthBypass 24.5 Blog Post: Penlify 37.3 · StealthBypass 28.2 Business Email: Penlify 39.9 · StealthBypass 26.0 Marketing Copy: Penlify 38.8 · StealthBypass 18.9 Discussion Board: Penlify 32.1 · StealthBypass 42.8 News Article: Penlify 36.6 · StealthBypass 35.3
Penlify StealthBypass Outer ring = 100
Academic Essay 6 prompts StealthBypass by 12.9
27.0 39.9
Application Essay 6 prompts Penlify by 11.3
35.9 24.5
Blog Post 6 prompts Penlify by 9.0
37.3 28.2
Business Email 3 prompts Penlify by 13.9
39.9 26.0
Marketing Copy 6 prompts Penlify by 20.0
38.8 18.9
Discussion Board 3 prompts StealthBypass by 10.7
32.1 42.8
News Article 3 prompts Penlify by 1.3
36.6 35.3

Where each one wins

Every measure above that one tool won outright, largest margin first within each group.

Penlify

9 wins
  • Penalties Score −5.0 vs −23.0
  • Meaning preservation Score 62.7 vs 39.5
  • Consistency Score 100.0 vs 80.7
  • Readability Score 71.8 vs 54.1
  • Marketing Copy Category 38.8 vs 18.9
  • Business Email Category 39.9 vs 26.0
  • Application Essay Category 35.9 vs 24.5
  • Blog Post Category 37.3 vs 28.2
  • News Article Category 36.6 vs 35.3

StealthBypass

8 wins
  • Bypass rate Score 78.6 vs 0.0
  • GPTZero Detector 69.3 vs 0.0
  • Copyleaks Detector 65.1 vs 0.0
  • Originality.ai Detector 58.5 vs 0.0
  • Winston AI Detector 56.3 vs 0.4
  • ZeroGPT Detector 84.4 vs 43.0
  • Academic Essay Category 39.9 vs 27.0
  • Discussion Board Category 42.8 vs 32.1

Questions people ask

Is Penlify better than StealthBypass?

StealthBypass finished 2.8 points ahead of Penlify in the September 2026 cycle, 39.38 to 36.57, ranking #13 against #14 in a field of 14. StealthBypass scored higher on 5 of 5 detectors and 2 of 7 writing categories. Both tools ran the same 33 prompts, scored by the same 5 detectors, under methodology v1.2.0; every input, output and verdict is published.

Which bypasses AI detectors better, Penlify or StealthBypass?

StealthBypass posted the higher bypass rate, 78.6 vs 0.0, and scored higher on 5 of 5 detectors. StealthBypass led on GPTZero, Originality.ai, Copyleaks, Winston AI and ZeroGPT.

Do Penlify and StealthBypass keep the original meaning?

Penlify preserved meaning better, 62.7 vs 39.5 on our 0–100 similarity scale. On readability, Penlify rated higher, 71.8 vs 54.1. Penalties this cycle: Penlify −5.0, StealthBypass −23.0.