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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 Walter Writes

Walter Writes finished 25.1 points ahead of Penlify in the September 2026 cycle, 61.70 to 36.57, ranking #10 against #14 in a field of 14. Walter Writes scored higher on 5 of 5 detectors and 7 of 7 writing categories. Penlify came out ahead on penalties (−5.0 vs −12.0), consistency across categories (100.0 vs 74.9) and readability (71.8 vs 60.4).

36.57 /100
overall score
#14 /14
rank -
+25.13
Walter Writes leads →
Detectors
0 5
Categories
0 7
Components
3 2
61.70 /100
overall score
#10 /14
rank ▼ 1
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 Walter Writes by 83.9
0.0 83.9
Meaning preservation CIs overlap Walter Writes by 3.9
62.7 66.6
Readability Penlify by 11.4
71.8 60.4
Consistency Penlify by 25.1
100.0 74.9
Penalties fewer is better Penlify by 7.0
−5.0 −12.0

CIs overlap marks a gap that sits inside both tools' published 95% confidence intervals for that component; it may not survive another cycle.

Detector by detector

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

GPTZero Walter Writes by 78.3
0.0 78.3
Originality.ai Walter Writes by 84.5
0.0 84.5
Copyleaks Walter Writes by 59.1
0.0 59.1
Winston AI Walter Writes by 66.6
0.4 67.0
ZeroGPT Walter Writes by 32.9
43.0 76.0

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 · Walter Writes 47.9 Application Essay: Penlify 35.9 · Walter Writes 57.3 Blog Post: Penlify 37.3 · Walter Writes 70.8 Business Email: Penlify 39.9 · Walter Writes 54.1 Marketing Copy: Penlify 38.8 · Walter Writes 45.3 Discussion Board: Penlify 32.1 · Walter Writes 74.4 News Article: Penlify 36.6 · Walter Writes 49.8
Penlify Walter Writes Outer ring = 100
Academic Essay 6 prompts Walter Writes by 20.9
27.0 47.9
Application Essay 6 prompts Walter Writes by 21.4
35.9 57.3
Blog Post 6 prompts Walter Writes by 33.5
37.3 70.8
Business Email 3 prompts Walter Writes by 14.2
39.9 54.1
Marketing Copy 6 prompts Walter Writes by 6.4
38.8 45.3
Discussion Board 3 prompts Walter Writes by 42.3
32.1 74.4
News Article 3 prompts Walter Writes by 13.2
36.6 49.8

Where each one wins

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

Penlify

3 wins
  • Penalties Score −5.0 vs −12.0
  • Consistency Score 100.0 vs 74.9
  • Readability Score 71.8 vs 60.4

Walter Writes

14 wins
  • Bypass rate Score 83.9 vs 0.0
  • Meaning preservation Score 66.6 vs 62.7
  • Originality.ai Detector 84.5 vs 0.0
  • GPTZero Detector 78.3 vs 0.0
  • Winston AI Detector 67.0 vs 0.4
  • Copyleaks Detector 59.1 vs 0.0
  • ZeroGPT Detector 76.0 vs 43.0
  • Discussion Board Category 74.4 vs 32.1
  • Blog Post Category 70.8 vs 37.3
  • Application Essay Category 57.3 vs 35.9
  • and 4 more

Questions people ask

Is Penlify better than Walter Writes?

Walter Writes finished 25.1 points ahead of Penlify in the September 2026 cycle, 61.70 to 36.57, ranking #10 against #14 in a field of 14. Walter Writes scored higher on 5 of 5 detectors and 7 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 Walter Writes?

Walter Writes posted the higher bypass rate, 83.9 vs 0.0, and scored higher on 5 of 5 detectors. Walter Writes led on GPTZero, Originality.ai, Copyleaks, Winston AI and ZeroGPT.

Do Penlify and Walter Writes keep the original meaning?

Walter Writes preserved meaning better, 66.6 vs 62.7 on our 0–100 similarity scale, though the confidence intervals overlap. On readability, Penlify rated higher, 71.8 vs 60.4. Penalties this cycle: Penlify −5.0, Walter Writes −12.0.