AI Humanizer Benchmark
← November 2026 prompts

Lit review

Academic essay · 258 words · prompt lit_review

0
passed at least 6 detectors
10
failed at least one detector
10
tools tested on this prompt
Originality.ai
strictest detector here, flagged 10 of 10 rewrites

Input text

Written by Gemini 2.5 Flash for this cycle. Every tool below received this exact text.

The digital media landscape has undergone a profound transformation over the past two decades, marked by the rapid proliferation of platforms and a fundamental shift in how information is disseminated and consumed. Amidst the clamor of social media, the dwindling trust in traditional news outlets, and the increasing polarization of public discourse, a distinct phenomenon has emerged: the rise of…Show full input (258 words)
The digital media landscape has undergone a profound transformation over the past two decades, marked by the rapid proliferation of platforms and a fundamental shift in how information is disseminated and consumed. Amidst the clamor of social media, the dwindling trust in traditional news outlets, and the increasing polarization of public discourse, a distinct phenomenon has emerged: the rise of independent newsletter writers as highly trusted commentators. This literature review will explore the factors contributing to this ascendance, examining how platforms like Substack, Ghost, and Patreon have empowered individual journalists, academics, and experts to cultivate direct relationships with their audiences, bypassing established media gatekeepers. Historically, the role of trusted commentator was largely monopolized by established newspaper columnists, television pundits, and prominent academic voices, whose authority was often buttressed by institutional affiliations and editorial oversight. However, the internet's democratizing potential, coupled with growing public skepticism towards mainstream media narratives, has created fertile ground for alternative voices. We will investigate how the unique affordances of the newsletter format—such as its personalized delivery, perceived intimacy, and often subscriber-funded model—foster a sense of authenticity and independence that resonates deeply with readers. Furthermore, this review will consider how newsletter writers leverage their specialized knowledge and nuanced perspectives to offer in-depth analysis and original reporting, thereby distinguishing themselves from the often superficial or sensationalist content prevalent elsewhere online. By synthesizing existing research on media trust, platform economics, and audience engagement, this introduction sets the stage for a comprehensive examination of the newsletter writer as a pivotal, and increasingly influential, figure in contemporary public discourse.

How to read these scores

Each detector's result is converted to a human-likelihood score between 0 and 1. A score of 0 means the detector is sure the text is AI. A score of 1 means it is sure the text is human. Dots are green at 0.50 or above and red below. Hover a dot to see its exact score. The 0.50 cut-off only sets the dot colors. A tool's bypass rate on the leaderboard takes the median of the 7 detector scores for each test, then averages those medians. That gives a continuous number, so it will not match the share of green dots. The same goes for each per-detector rate. It is the average of that detector's scores (the number detector pages rank by), not a count of green dots.

Humanized outputs

Tools that passed more detectors come first. Ties are broken by overall rank this cycle. Each card shows the 7 detector scores, then the tool's rewrite.

CleverHumanizerRank #1 this cycle
5/7 detectors passed
GPTZero
0.99passed
Originality.ai
0.14caught
Copyleaks
1.00passed
Pangram
0.00caught
ZeroGPT
1.00passed
QuillBot
1.00passed
Grammarly
1.00passed
Median
1.00
Meaning
90.3
Readability
78.0
Words
0.88× 258 → 226
Show output (226 words)
The world has seen significant change over the last 2 decades in terms of digital media. With the increase in social media and loss of trust in traditional media sources, we are now seeing a new generation of independent newsletter writers gaining trust from the public. This literature review will take a look at why this is happening and how services such as Substack, Ghost and Patreon provide individuals such as journalists, academics and experts the ability to connect directly with their audience. Traditionally the commentator role would be held by the most well known columnists in newspapers, television personalities and experts in academia. However due to the internet and people losing trust in traditional media, we can see a rise in new sources of trusted commentary. We will look into how newsletters have unique features such as personalisation, a sense of closeness and being often funded by subscribers. This makes the writers feel more authentic and independent which is what appeals to the readers. The review will also look into how newsletter writers can provide detailed analysis and original content due to their expertise in their subject. This literature review will look through research already conducted into trusting media, the economics of the platforms and audience engagement. This introduction will provide an overview of how the newsletter writer plays a key role in today's society.
UndetectedGPTRank #2 this cycle
5/7 detectors passed
GPTZero
1.00passed
Originality.ai
0.15caught
Copyleaks
1.00passed
Pangram
0.00caught
ZeroGPT
0.60passed
QuillBot
1.00passed
Grammarly
1.00passed
Median
1.00
Meaning
93.5
Readability
87.0
Words
0.95× 258 → 246
Show output (246 words)
Over the past 20 years, the world of digital media has changed radically. More platforms have emerged and the production and consumption of information has shifted. In an era of increasingly polarized public debate, declining trust in news media and the noise of social media, we have seen the emergence of trusted commentators in the form of newsletter writers. In this literature review, I consider what supports this development. In particular, I look at how platforms such as Substack, Ghost and Patreon have allowed academics, experts and journalists to engage directly with their audience, without going through traditional media gatekeepers. In the past, trusted commentator tended to be newspaper columnists, TV pundits and prominent academics. Their credibility often rested on editorial input and their links to institutions. But increasing skepticism of narratives in mainstream media, the affordances of the internet and, importantly, the emergence of the newsletter, have opened up space for other voices. Here I consider aspects of the newsletter format (intimacy with the reader, personalized delivery and often a funding model based on subscriptions) which many readers find reinforces the independence and authenticity of newsletter writers. I also consider how, using their specialist knowledge and often distinctive perspectives, they can add original reporting and analysis to the often superficial or sensationalist content elsewhere online. Drawing on work on audience engagement, media trust and platform economics, this sets the stage for a consideration of the newsletter writer as an increasingly important figure in public debate.
RephrasyRank #3 this cycle
5/7 detectors passed
GPTZero
1.00passed
Originality.ai
0.13caught
Copyleaks
1.00passed
Pangram
0.00caught
ZeroGPT
1.00passed
QuillBot
1.00passed
Grammarly
1.00passed
Median
1.00
Meaning
87.1
Readability
42.0
Words
0.96× 258 → 248
Show output (248 words)
Many in-depth investigations of the impact of the digital media revolution or its effectively widespread proliferation and use over the past two decades — particularly as it has fashioned or refashioned many distinct internet ‘spaces’ — have been written, and the issues and concerns surrounding the digital media world are well documented. For instance, challenges such as social media clamor, dwindling trust of traditional news media, and polarization of the public discourse are not new. Such investigations sometimes include discussions and analyses of key phenomena of this landscape and key flows within. One such phenomena — the independent newsletter movement (e.g., Substack, Ghost, Patreon) نویسندگان — has been written about extensively in recent months. What makes the newsletter writer so unique and so versatile? Introduction For decades the role of trusted commentator has historically belonged to the familiar ranks of newspaper columnists, television pundits or academic voices. The democratic potential of the internet and growing public skepticism towards mainstream media has challenged this model, creating a desire for alternative voices and viewpoints. In this paper, we will explore the unique affordances of newsletters, how these affordances are harnessed by newsletter writers, and ultimately, what these voices might mean for society at large. We will touch on the growing economic viability and social platform made available to newsletter writers and how their ability to cultivate niche audiences using their own assessment of what’s needed in the marketplace of ideas provides the potential for novel perspectives and previously unaddressed issues.
StealthGPTRank #8 this cycle
5/7 detectors passed
GPTZero
1.00passed
Originality.ai
0.08caught
Copyleaks
1.00passed
Pangram
0.00caught
ZeroGPT
1.00passed
QuillBot
1.00passed
Grammarly
1.00passed
Median
1.00
Meaning
92.9
Readability
78.0
Words
0.87× 258 → 225
Show output (225 words)
Over the last twenty years, the world of digital media has changed immensely. With a vast array of new social media and publication platforms emerging along with shifting dynamics in how we access and share information, amid all the noise, a new breed of commentator is becoming more trusted than ever: the independent newsletter writer. In this literature review, I will outline the reasons why this trend has developed. I will also discuss how the new tools available to writers, such as Substack, Ghost and Patreon, allow journalists, academics and other commentators to directly reach their audience without relying on the approval of major news companies. Commentators who were trusted in the past included newspaper columnists, television presenters and academics. On the internet, however, with declining faith in the mainstream media, these people have not always been seen as unbiased or honest. A trusted commentator’s voice may be amplified by newsletters because the subscription-based nature of the medium allows the writer to have more control over their message and is perceived by the reader as more personal and authentic. Additionally, newsletters can provide in-depth analysis or original reporting rather than the shallow, sensationalist pieces that often characterise online articles. In the following sections, I will discuss some of the existing research on the newsletter industry and what role independent writers play in public discourse today.
GPTinfRank #4 this cycle
4/7 detectors passed
GPTZero
0.00caught
Originality.ai
0.06caught
Copyleaks
1.00passed
Pangram
0.00caught
ZeroGPT
1.00passed
QuillBot
1.00passed
Grammarly
1.00passed
Median
1.00
Meaning
95.1
Readability
82.0
Words
1.01× 258 → 261
Show output (261 words)
Over the past two decades, the world of digital media has experienced major changes due to the rise of new platforms and significant transformations of the mechanisms through which people acquire and perceive information. In the context of the noise in social media, distrust of conventional news sources and growing polarization of debates, a new phenomenon has become visible – the emergence of independent newsletter writers as trusted commentators. The following literature review will address the reasons for the emergence of such a trend and will try to identify how the development of platforms like Substack, Ghost, and Patreon enables individual journalists, academics and experts to engage in direct communication with their readers without having to go through media gatekeepers. For centuries, the status of trusted commentator belonged almost exclusively to the newspaper columnists, television pundits and academics who were supported by their institutions and editors. But the democratic nature of the internet and growing mistrust of the narratives provided by the mainstream media have created an opportunity for new voices to emerge. In our work, we will examine how the unique features of the newsletter form of communication enable it to generate trust and independence among readers. Also, we will look at how the newsletter writers use their special knowledge and insights to perform deep analysis and provide original reporting, thus setting themselves apart from other online media sources. With the help of the existing research on media trust, economics of platforms and audience engagement, this introduction creates the basis for further investigation of the phenomenon of the newsletter writers.
SuperHumanizerRank #5 this cycle
4/7 detectors passed
GPTZero
0.00caught
Originality.ai
0.06caught
Copyleaks
1.00passed
Pangram
0.00caught
ZeroGPT
1.00passed
QuillBot
0.89passed
Grammarly
0.77passed
Median
0.77
Meaning
96.9
Readability
87.0
Words
1.07× 258 → 275
Show output (275 words)
In the last twenty years, digital media has experienced an unprecedented upheaval, fueled by rapid pluralization of new platforms and the profound transformation in the circulation of information. In the midst of social media noise, the declining credibility of legacy news organizations, and the growing polarization of the public debate, there is one phenomenon to which little media attention has been paid: the emergence of independent newsletter authors as most trusted commentators. In this literature review, I will examine the trend of newsletter writers' quick rise to prominence, focusing on the rise of platforms such as Substack, Ghost and Patreon that enable journalists, academics and subject-matter experts to develop meaningful relationships with their audiences outside the legacy media. In the past, the trusted commentator role was essentially limited to established print columnists, TV pundits, and prominent academics, who often relied on institutional ties or gatekeeping editing practices to lend credibility. Today, the internet's sense of democratizing power, combined with an eroding trust in traditional media sources, have created the ideal conditions for alternative media creators to emerge as trusted commentators. This review will explore how the affordances of the newsletter format (personal delivery, feeling of closeness, the typical subscriber-funded model) often create a perception of authenticity and neutrality that is highly compelling for consumers. In addition, we will examine how newsletter creators emphasize their own expertise and unique perspective to provide rich analysis and original reporting that is absent from other online news sites. Drawing from research on media trust, platform economics, and audience engagement, this introduction will lay out the foundation for a detailed understanding of the newsletter writer as a pivotal emerging figure.
SmartHumanizerRank #6 this cycle
4/7 detectors passed
GPTZero
0.00caught
Originality.ai
0.06caught
Copyleaks
1.00passed
Pangram
0.00caught
ZeroGPT
1.00passed
QuillBot
1.00passed
Grammarly
1.00passed
Median
1.00
Meaning
91.3
Readability
78.0
Words
1.05× 258 → 272
Show output (272 words)
The digital media environment has experienced a dramatic transformation over the past 20 years, characterized by rapid proliferation of platforms and major changes in modes of information dissemination and consumption. In the cacophony of social media, declining public trust in traditional news media and increasing polarization of public debate, a new phenomenon has emerged: the emergence of independent newsletter writers as highly trusted commentators. Here we describe and discuss factors contributing to this development, and illustrate how individual journalists, academics and experts have been enabled to develop direct relationships with their audiences and bypass traditional mechanisms of media gatekeeping. Previously, the role of trusted commentator had been largely restricted to established newspaper columnists, television commentators and prominent academic researchers who derived additional authority from institutional affiliations and editorial oversight. However, the capacity for democratization provided by the Internet and increasing public skepticism of conventional media representations have facilitated development of alternative modes of communication. We test the extent to which unique characteristics of the newsletter format (e.g., high degrees of personalization, perceived intimacy and reliance on subscription-based funding) contribute to perceptions of authenticity and independence that are highly attractive to readers. On top of that, we examine the ways in which specialized knowledge and subtleties of perspective enable newsletter writers to provide detailed analyses and original reporting that are markedly superior to much of the superficial or sensational content available elsewhere on the Internet. Finally, our synthesis of existing research on media trust, platform economics and patterns of audience interaction provides a basis for a complete description of the newsletter writer as a major and increasingly influential component of contemporary public communication.
HIX BypassRank #7 this cycle
4/7 detectors passed
GPTZero
0.74passed
Originality.ai
0.05caught
Copyleaks
1.00passed
Pangram
0.00caught
ZeroGPT
0.71passed
QuillBot
0.26caught
Grammarly
0.78passed
Median
0.71
Meaning
93.3
Readability
78.0
Words
1.23× 258 → 317
Show output (317 words)
Over the last 20 years there was a dramatic change in the digital media world, characterized by the explosive growth of different forms of communication (platforms) and the massive changes in how we get our news and information. Among all the noise that is created by social media, the declining credibility of traditional news organizations, and the increasing division among people on issues of public concern, we are seeing a new trend: the emergence of independent newsletter writers as credible sources of commentary. In this literature review, I will examine some of the reasons why these independent newsletter writers are gaining so much influence and power in today's media environment, and how the development of new platforms such as Substack, Ghost, and Patreon has given individual journalists, academics, and experts the ability to build direct relationships with their readers without having to go through established media organizations. Historically, the role of trusted commentator has been largely occupied by columnists in major newspapers, commentators on television news programs, and academics at well-respected universities; these roles have been supported by institutional associations and editorial controls. However, the democratizing nature of the Internet, along with a growing distrust among the general public toward mainstream media narratives, has provided opportunities for alternative viewpoints to emerge. We will explore how the unique characteristics of the newsletter format — including the personalized nature of delivery, perceived intimacy, and frequently funded by subscribers model — promote a sense of credibility and autonomy that resonates with many readers. Additionally, we will examine how newsletter authors utilize their specialized knowledge and nuanced perspectives to provide detailed analytical reporting and original reporting that distinguishes them from the superficial or sensationalized coverage typically found on other online platforms. In doing so, this review is intended to provide a foundation for an extensive analysis of the newsletter author as a critical and increasingly significant participant in today's public debate.
ReHumanizeRank #9 this cycle
2/7 detectors passed
GPTZero
0.00caught
Originality.ai
0.05caught
Copyleaks
0.00caught
Pangram
0.00caught
ZeroGPT
0.86passed
QuillBot
0.35caught
Grammarly
1.00passed
Median
0.05
Meaning
91.4
Readability
78.0
Words
1.06× 258 → 274
Show output (274 words)
Over the last twenty years, digital media has changed a lot. Lots of new platforms have popped up, and the way we get and use information is totally different. With so much noise on social media, people trusting traditional news less, and public arguments getting more divided, something new is happening: independent newsletter writers are becoming really trusted voices. This paper will look at why this is happening. We’ll see how platforms like Substack, Ghost, and Patreon have helped individual writers, researchers, and experts connect directly with their readers, without needing to go through big media companies. Before, being a trusted commentator usually meant being a columnist for a major newspaper, a TV personality, or a well-known academic. Their authority often came from their association with big institutions and the fact that editors approved their work. But the internet has made it easier for more people to share their views. Plus, many people are becoming more doubtful of what mainstream media reports. This has created an opening for different kinds of voices. We’ll explore how newsletters, with their personal delivery, feeling of closeness, and often reader-supported model, create a sense of realness and independence that readers connect with. We’ll also look at how newsletter writers use their specific knowledge and detailed viewpoints to provide deep analysis and new reporting, making them stand out from the often shallow or attention-grabbing content found elsewhere online. By bringing together current research on media trust, how platforms make money, and how audiences engage, this introduction will prepare us to fully examine the role of the newsletter writer as an important and increasingly powerful voice in today’s public conversations.
Undetectable AIRank #10 this cycle
1/7 detectors passed
GPTZero
0.00caught
Originality.ai
0.04caught
Copyleaks
0.00caught
Pangram
0.00caught
ZeroGPT
0.82passed
QuillBot
0.04caught
Grammarly
0.11caught
Median
0.04
Meaning
83.2
Readability
78.0
Words
1.12× 258 → 288
Show output (288 words)
So, the way people get their news and information has changed a lot over the past 20 years. With social media everywhere, people don't trust traditional news sources as much as they used to, and it's getting harder to know what to believe. But something interesting is happening - independent writers are becoming really trusted voices. They're using platforms like Substack, Ghost, and Patreon to connect directly with readers, without needing big media companies to get in the way. This is letting individual journalists, experts, and academics build their own audiences and share their ideas. We're going to take a closer look at why this is happening and how it's changing the way we get our news. So, in the past, only a few people like newspaper columnists, TV pundits, and well-known academics were seen as trusted voices. They were often linked to big institutions and had editors to oversee their work. But with the internet, things have changed. Now, anyone can share their thoughts and opinions, and people are starting to question what they hear from mainstream media. We want to look at how newsletters are different from other online content. They're like personal letters, sent straight to your inbox, and often paid for by subscribers. This makes them seem more genuine and independent. We'll also explore how writers use their expertise to give detailed analysis and original reporting, setting them apart from the superficial or sensationalist stuff you find online. By looking at what's already been researched on media trust, how platforms make money, and how audiences engage, we'll get a better understanding of the role newsletter writers play in shaping public conversations today. They're becoming really influential, and it's time we took a closer look.

Cover letter