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

Head to head · October 2026 cycle

Humbot vs StealthGPT

StealthGPT finished 12.8 points ahead of Humbot in the October 2026 cycle, 74.50 to 61.74, ranking #2 against #13 in a field of 14. StealthGPT scored higher on 4 of 6 detectors and 5 of 6 writing categories. Humbot came out ahead on Winston AI (98.1 vs 90.4), meaning preservation (68.6 vs 61.8) and consistency across categories (94.0 vs 90.9).

61.74 /100
overall score
#13 /14
rank -
+12.76
StealthGPT leads →
Detectors
1 – 4 (1 tie)
Categories
1 – 5
Components
2 – 3
74.50 /100
overall score
#2 /14
rank ▲ 7

30 prompts · Last tested · Methodology v1.3.0

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 StealthGPT by 16.7
71.4 88.1
Meaning preservation CIs overlap Humbot by 6.8
68.6 61.8
Readability StealthGPT by 7.6
65.0 72.6
Consistency Humbot by 3.1
94.0 90.9
Penalties fewer is better StealthGPT by 7.0
−10.0 −3.0

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. StealthGPT took 4 of 6, with 1 tied.

GPTZero StealthGPT by 29.3
65.6 94.8
Originality.ai StealthGPT by 2.2
94.0 96.3
Copyleaks StealthGPT by 6.7
93.3 100.0
Winston AI Humbot by 7.7
98.1 90.4
ZeroGPT Even
77.3 77.3
Pangram StealthGPT by 69.9
0.0 69.9

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 Marketing Copy Discussion Board News Article Academic Essay: Humbot 40.8 · StealthGPT 73.6 Application Essay: Humbot 74.0 · StealthGPT 73.4 Blog Post: Humbot 37.1 · StealthGPT 70.4 Marketing Copy: Humbot 48.7 · StealthGPT 69.7 Discussion Board: Humbot 32.7 · StealthGPT 57.2 News Article: Humbot 44.9 · StealthGPT 84.0
Humbot StealthGPT Outer ring = 100
Academic Essay 6 prompts StealthGPT by 32.8
40.8 73.6
Application Essay 6 prompts Humbot by 0.6
74.0 73.4
Blog Post 6 prompts StealthGPT by 33.3
37.1 70.4
Marketing Copy 6 prompts StealthGPT by 21.1
48.7 69.7
Discussion Board 3 prompts StealthGPT by 24.5
32.7 57.2
News Article 3 prompts StealthGPT by 39.1
44.9 84.0

Head-to-head history

Overall score in every cycle both tools were tested. Humbot has finished ahead in 3 of 4 shared cycles.

40 50 60 70 80 90 June 2026 July 2026 August 2026 October 2026 June 2026: StealthGPT 71.47 (#7) June 2026: Humbot 80.28 (#4) July 2026: StealthGPT 61.52 (#8) July 2026: Humbot 66.42 (#5) August 2026: StealthGPT 45.55 (#12) August 2026: Humbot 66.95 (#5) October 2026: StealthGPT 74.50 (#2) October 2026: Humbot 61.74 (#13) 61.7 74.5
Humbot StealthGPT
Cycle Humbot StealthGPT Margin
October 2026 61.74 #13 74.50 #2 → 12.8
August 2026 66.95 #5 45.55 #12 ← 21.4
July 2026 66.42 #5 61.52 #8 ← 4.9
June 2026 80.28 #4 71.47 #7 ← 8.8

Where each one wins

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

Humbot

4 wins
  • Meaning preservation Score 68.6 vs 61.8
  • Consistency Score 94.0 vs 90.9
  • Winston AI Detector 98.1 vs 90.4
  • Application Essay Category 74.0 vs 73.4

StealthGPT

12 wins
  • Penalties Score −3.0 vs −10.0
  • Bypass rate Score 88.1 vs 71.4
  • Readability Score 72.6 vs 65.0
  • Pangram Detector 69.9 vs 0.0
  • GPTZero Detector 94.8 vs 65.6
  • Copyleaks Detector 100.0 vs 93.3
  • Originality.ai Detector 96.3 vs 94.0
  • News Article Category 84.0 vs 44.9
  • Blog Post Category 70.4 vs 37.1
  • Academic Essay Category 73.6 vs 40.8
  • and 2 more

Same prompt, both outputs

Both tools were given this AI-written passage in the October 2026 cycle. Below it is what each one returned. This prompt was picked by a fixed rule, not by how the tools scored.

Product Desc · Marketing Copy · written by gemini-3-8-flash · 183 words

Elevate your craft with the definitive standard in accuracy: our Precision-Milled Stainless-Steel Ruler. Engineered for professionals who refuse to compromise, this essential tool bridges the gap between workshop durability and micron-level exactness.

Forged from premium, tempered stainless steel, this ruler resists corrosion, warping, and the relentless wear of daily use. Its edges are CNC-milled to exacting tolerances, providing a razor-sharp, dead-straight guide perfect for drafting, scribing, and precision cutting. Unlike inferior stamped alternatives with markings that rub away, our ultra-fine imperial and metric graduations are deeply laser-etched for permanent clarity. Paired with a glare-resistant satin-chrome finish, it guarantees effortless readability under bright studio lights or direct sunlight.

Designed with a true-zero edge, you can take flush, butt-joint measurements against vertical surfaces without second-guessing your starting point. Its balanced, substantial weight provides a grounded feel on wood, paper, fabric, or metal, preventing accidental slippage mid-stroke.

Whether you are an architect detailing blueprints, a woodworker laying out intricate joinery, or an engineer verifying tight tolerances, this ruler delivers uncompromising reliability. Upgrade your workspace with a tool built to last a lifetime. Measure with absolute confidence.

Show the full input

279 words (input 183)

Elevate your skill level by using a highly accurate ruler that has been manufactured to the highest standards. This ruler is made from stainless steel and has been precision-milled. It is designed to be used in workshops as well as other demanding environments where accuracy is critical.

This ruler is made of high quality, hardened stainless steel which protects against rusting, bending, and the daily abuse of everyday use. The edges of the ruler are precision machined using CNC technology, creating a sharp, perfectly straight line to use when drafting, marking, or making precise cuts. Unlike some cheaper options on the market today (i.e. stamped metal rulers), where the numbers can fade over time; our ultra-fine imperial and metric measurements will last forever due to being laser etched into the surface of the ruler. In addition to being laser etched, the ruler also has a anti-reflective satin-chrome finish that allows you to easily see the measurements regardless of whether you are working in a brightly lit studio or outdoors in direct sunlight.

This is the only product on the market today that has a true-zero edge. You will never have to doubt where to begin when taking flush butt-joint measurements against vertical surfaces. This product also offers a balanced weight and substantial size, giving it a solid feel on all types of materials (wood, paper, fabric, and metal) which helps prevent slippage during use.

Whether you are an architect working on plans and details, a woodworker creating complex joinery designs, or an engineer verifying exact measurements, the reliability of this ruler is guaranteed. Upgrade your work area with a durable instrument that will last for years. Measure with certainty.

Show the full output
  • GPTZero0.00caught
  • Pangram0.00caught
  • Winston AI0.92passed
  • ZeroGPT0.70passed
  • Copyleaks1.00passed
  • Originality.ai0.01caught

Passed 3 of 6 detectors.

Every Humbot run in October 2026 →

185 words (input 183)

Precision is our name and fame. Crafted from tempered stainless-steel, it’s immune to corrosion, wear, and tear. Graduations in imperial and metric are laser-etched for clarity. Take this ruler on the journey with you and it’ll be as good as new when you return.

The ruler’s edges are CNC-milled to strict tolerances to provide a dead-straight edge for scribing, drawing, or cutting. Unlike other rulers that have graduations stamped into them, ours are laser-etched deeply enough that they’ll never rub-off. Built for professionals who can’t afford to make allowances for inaccuracies, this ruler will prove its worth on a daily basis.

Use it to draw blueprints if you’re an architect, mark-up joinery if you’re a woodworker, or check close tolerances if you’re an engineer. This ruler’s satin-chrome finish will stand up to glare under the harshest studio lights or direct sunlight. It also sports a true-zero edge so you can lay it up against a surface and take readings from a dead-level.

Balanced well so it won’t slide around, it’ll perform admirably on wood, paper, metal, fabric, etc. Get one! You’ll be glad you did!

Show the full output
  • GPTZero1.00passed
  • Pangram1.00passed
  • Winston AI1.00passed
  • ZeroGPT0.86passed
  • Copyleaks1.00passed
  • Originality.ai1.00passed

Passed 6 of 6 detectors.

Every StealthGPT run in October 2026 →

Each chip is one detector's score for that output, from 0 (AI) to 1 (human). A score of 0.50 or higher counts as a pass and shows green; below that the detector caught it and the chip shows red.

Questions people ask

Is Humbot better than StealthGPT?

StealthGPT finished 12.8 points ahead of Humbot in the October 2026 cycle, 74.50 to 61.74, ranking #2 against #13 in a field of 14. StealthGPT scored higher on 4 of 6 detectors and 5 of 6 writing categories. Both tools ran the same 30 prompts, scored by the same 6 detectors, under methodology v1.3.0; every input, output and verdict is published.

Which bypasses AI detectors better, Humbot or StealthGPT?

StealthGPT posted the higher bypass rate, 88.1 vs 71.4, and scored higher on 4 of 6 detectors. Humbot led on Winston AI; StealthGPT led on GPTZero, Originality.ai, Copyleaks and Pangram.

Do Humbot and StealthGPT keep the original meaning?

Humbot preserved meaning better, 68.6 vs 61.8 on our 0–100 similarity scale, though the confidence intervals overlap. On readability, StealthGPT rated higher, 72.6 vs 65.0. Penalties this cycle: Humbot −10.0, StealthGPT −3.0.