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HumanizerBench

Penlify is an AI humanizer independently benchmarked by HumanizerBench. It ranked #14 of 14 in the September 2026 cycle with an overall score of 36.57/100, our composite measure of how reliably it evades AI detectors while preserving the original meaning and readability.

36.57 /100
overall score
0.0 %
median detector bypass rate
#14 of 14
rank, September 2026
last tested

33 prompts 7 writing categories 5 AI detectors methodology v1.2.0

Detector Bypass Rates

Percentage of runs classified as human-written by each detector.

Performance by Category

Category score across writing contexts: bypass credit only for real rewrites, blended with each category's meaning and readability. How it's computed

Evidence: every run

Every prompt Penlify was run on in September 2026, and how each of the 5 detectors scored the output. Green: the detector called it human-written. Red: it was caught.

0 of 33 outputs passed all 5 detectors; 32 were caught by at least one, 1 run returned nothing scoreable. 32/33 runs completed.

Prompt GPT Win Zero Copy Orig Median Recording
Argumentative Essay · GPT-5.5 caught caught passed caught caught 0.00
Discussion Post · Gemini 3.5 Flash caught caught passed caught caught 0.00
Personal Statement · GPT-5.5 caught caught caught caught caught 0.00
Discussion Post · Claude Sonnet 5 caught caught caught caught caught 0.00
News Article · GPT-5.5 caught caught caught caught caught 0.00
Product Desc · Claude Sonnet 5 caught caught caught caught caught 0.00
Cover Letter · Claude Sonnet 5 caught caught caught caught caught 0.00
Personal Statement · Claude Sonnet 5 caught caught caught caught caught 0.00
Business Email · Gemini 3.5 Flash caught caught passed caught caught 0.00
Lit Review · Gemini 3.5 Flash caught caught passed caught caught 0.00
Discussion Post · GPT-5.5 caught caught passed caught caught 0.00
Argumentative Essay · Gemini 3.5 Flash caught caught passed caught caught 0.00
Landing Copy · Gemini 3.5 Flash caught caught passed caught caught 0.00
Argumentative Essay · Claude Sonnet 5 caught caught caught caught caught 0.00
Lit Review · GPT-5.5 caught caught caught caught caught 0.00
Howto Blog · GPT-5.5 caught caught caught caught caught 0.00
Product Desc · Gemini 3.5 Flash caught caught caught caught caught 0.00
Lit Review · Claude Sonnet 5 caught caught caught caught caught 0.00
Personal Statement · Gemini 3.5 Flash caught caught caught caught caught 0.00
Landing Copy · GPT-5.5 caught caught passed caught caught 0.00
Cover Letter · Gemini 3.5 Flash caught caught caught caught caught 0.00
Cover Letter · GPT-5.5 caught caught caught caught caught 0.00
Landing Copy · Claude Sonnet 5 caught caught passed caught caught 0.00
News Article · Gemini 3.5 Flash caught caught caught caught caught 0.00
Listicle Blog · GPT-5.5 Tool unavailable n/a
Business Email · GPT-5.5 caught caught passed caught caught 0.00
Listicle Blog · Gemini 3.5 Flash caught caught caught caught caught 0.00
Product Desc · GPT-5.5 caught caught caught caught caught 0.00
Listicle Blog · Claude Sonnet 5 caught caught passed caught caught 0.00
Howto Blog · Claude Sonnet 5 caught caught caught caught caught 0.00
Business Email · Claude Sonnet 5 caught caught passed caught caught 0.00
Howto Blog · Gemini 3.5 Flash caught caught caught caught caught 0.00
News Article · Claude Sonnet 5 caught caught caught caught caught 0.00
Detector rate 0.0 hardest 0.4 43.0 0.0 0.0
Runs passed 0/32 0/32 12/32 0/32 0/32

A dot is green when the detector's human-likelihood score for that run was 0.50 or higher. The detector rate is the mean of that detector's scores across the runs, the same number the detector pages rank by; it is not the count of green dots, which the Runs passed row shows. Hover a dot for the score.

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 median score across the 5 detectors, a continuous number, so a tool's pass count and its bypass rate will not be the same figure.

Session recording

History

Rank and overall score in every cycle Penlify was tested.

Cycle Rank Overall Bypass
September 2026 #14 36.57 0.0%

Minimum monthly pricing

Monthly
$2.99/mo
Free tier
Yes

Base paid plan at its month-to-month price, not the annual rate.

Penalties applied this cycle

How penalties work →

The overall score shown above already reflects these deductions.

  • Meaning drift ×5
    −5.0

    The output's meaning drifted significantly from the original input.

Total deducted from overall score −5.0

Badges

Penlify is ranked in the September 2026 cycle, so it can embed any of these cards for free, and the live file re-renders every cycle, including when a rank falls. Usage rules →

Choose a badge

Overall

Detectors

Penlify: ranked #14 AI humanizer on HumanizerBench, September 2026

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