Beautiful Virgin Islands

Tuesday, Sep 16, 2025

How fake accounts pushing inflammatory content went viral - with the help of YouTube's algorithms

How fake accounts pushing inflammatory content went viral - with the help of YouTube's algorithms

YouTube channels posing as American news outlets racked up millions of views on false and inflammatory videos over several months this year, all with the help of YouTube's recommendation engine.
Many of the accounts, which mostly used footage from CNN, but also employed some video from Fox News, exploited a YouTube feature that automatically creates channels on certain topics. Those topic channels are then automatically populated by videos related to the topic - including, in this case, blatant misinformation. YouTube has now shut down many of the accounts.

YouTube's own algorithms also recommended videos from the channels to American users who watched videos about US politics. That the channels could achieve such virality - one channel was viewed more than two million times over one weekend in October - raises questions about YouTube's preparedness for tackling misinformation on its platform just weeks before the Iowa caucuses and points to the continuing challenge platforms face as people try to game their systems.

In recent years, YouTube, which is owned by Google, has taken steps to increase the likelihood users will be recommended videos from what it determines as authoritative sources, like news outlets.

Plasticity, a San Francisco natural language processing and artificial intelligence startup that gathered and analyzed the YouTube data, provided CNN with hundreds of examples of how the accounts had doctored on-screen graphics to make stories appear inflammatory.

YouTube told CNN Business on Thursday that its threat analysis team had investigated and determined the channels were run from Southeast Asia and were part of a spam campaign, designed to make money from online ads. The company said it found nothing to suggest that the channels were linked to a state-backed campaign or that they were part of a coordinated influence campaign. Although Plasticity and CNN saw hundreds of videos that were about news and politics, YouTube said they removed many more videos that were entertainment clips.

To help their videos go viral the person or people behind the YouTube channels created hundreds of false images that altered CNN's on-screen graphics to make stories and CNN's coverage of them appear inflammatory. Once the user clicked into the video, unaltered CNN footage would play.

One video was promoted using an image that falsely made it appear as if CNN had run an on-screen graphic that stated the "President is a disgrace" and showed a doctored image of President Trump with a noose around his neck.

Another image showed a fake CNN on-screen graphic that read "War officially started!" and showed pictures of President Trump and the president of Iran.

Responding to the findings on Thursday, a CNN spokesperson said YouTube needs to take responsibility.

"Manipulation of our brand and intellectual property with the specific intent to misinform the public is an incredibly serious problem that platforms need to urgently address," the spokesperson said. "Platforms like YouTube bear a responsibility to manage the integrity of the content they deliver to audiences. That's something journalists know and have been doing effectively for generations. It's a core difference between platforms and publishers."

A spokesperson for Fox News declined to comment.

"Unfortunately, reuploading content with sensationalist thumbnails is a common tactic spammers use in an attempt to attract views and revenue," a YouTube spokesperson said in a statement to CNN Business on Thursday. "We use a combination of machine learning and human review to identify and remove spam accounts, last quarter alone we removed nearly 5 million videos and 3 million channels for spam violations. We've taken action against these accounts and will continue our work to remove spam from the platform."

YouTube said it had already shut down many channels prior to Plasticity's findings -- but used information provided to them by the firm to shut down 25 more.

Social media platforms have been plagued with fake accounts targeting Americans. Some are run by nation states, like Russia and Iran, for geopolitical or ideological purposes. Other accounts are run by scammers and people trying to make a quick buck through online ads.

But while their motivations may be different, scammers and nation state actors use similar playbooks, pushing content that focuses on divisions in American politics and society.

Darren Linvill, an associate professor at Clemson University who reviewed Plasticity's data, told CNN Business that, regardless of the motives of the people behind the channels, it is the effect that matters.

Linvill pointed to the polarizing, false, and inflammatory thumbnails and captions used on the YouTube channels discovered by Plasticity as an example of how scammers, spammers and nation state actors are using similar techniques and focusing on the same divisive issues.

"The roots of this are the same," he said, "it's about how you communicate with people and get them to pay attention to you online."

Plasticity began monitoring the fake accounts at the end of November after Ajay Patel, one of Plasticity's co-founders, noticed YouTube was repeatedly recommending he watch videos from the channels.

Over the course of just one week, Plasticity said, it found more than two dozen YouTube channels that had more than 8 million views combined that were posting US news videos with false and misleading thumbnails and titles.

In October, CNN Business observed a channel using similar tactics. YouTube's own algorithms recommended users watch videos on some of the channels, according to a CNN Business review in October of data from AlgoTransparency, a tool that tracks what YouTube recommends.

"The professionalism of the operation surprised me. It felt like a round-the-clock operation putting out new content with fake thumbnails and headlines every few hours," Patel told CNN Business Thursday. "When accounts were deleted or banned, they were able to spin up new accounts within hours. The tactics they used to game the YouTube algorithm were executed perfectly. They knew what they were doing,"

Plasticity reported its findings to YouTube and subsequently briefed representatives from the company by phone. YouTube removed the channels Plasticity identified.

Plasticity and CNN Business found some evidence to suggest, but did not confirm, some of the accounts posting the videos had been potentially stolen from other YouTube users and repurposed. YouTube declined to comment on this.
Newsletter

Related Articles

Beautiful Virgin Islands
0:00
0:00
Close
U.S. and Britain Poised to Finalize Over $10 Billion in High-Tech, Nuclear and Defense Deals During Trump State Visit
China Finds Nvidia Violated Antitrust Laws in Mellanox Deal, Deepens Trade Tensions with US
US Air Force Begins Modifications on Qatar-Donated Jet Amid Plans to Use It as Air Force One
Pope Leo Warns of Societal Crisis Over Mega-CEO Pay, Citing Tesla’s Proposed Trillion-Dollar Package
Poland Green-Lights NATO Deployment in Response to Major Russian Drone Incursion
Elon Musk Retakes Lead as World’s Richest After Brief Ellison Surge
U.S. and China Agree on Framework to Shift TikTok to American Ownership
London Daily Podcast: London Massive Pro Democracy Rally, Musk Support, UK Economic Data and Premier League Results Mark Eventful Weekend
This Week in AI: Meta’s Superintelligence Push, xAI’s Ten Billion-Dollar Raise, Genesis AI’s Robotics Ambitions, Microsoft Restructuring, Amazon’s Million-Robot Milestone, and Google’s AlphaGenome Update
Le Pen Tightens the Pressure on Macron as France Edges Toward Political Breakdown
Musk calls for new UK government at huge pro-democracy rally in London, but Britons have been brainwashed to obey instead of fighting for their human rights
Elon Musk responds to post calling for the murder of Erika Kirk, widow of Charlie Kirk: 'Either we fight back or they will kill us'
Czech Republic signs €1.34 billion contract for Leopard 2A8 main battle tanks with delivery from 2028
USA: Office Depot Employees Refused to Print Poster in Memory of Charlie Kirk – and Were Fired
Proposed U.S. Bill Would Allow Civil Suits Against Judges Who Release Repeat Violent Offenders
Penske Media Sues Google Over “AI Overviews,” Claiming It Uses Journalism Without Consent and Destroys Traffic
Indian Student Engineers Propose “Project REBIRTH” to Protect Aircraft from Crashes Using AI, Airbags and Smart Materials
French Debt Downgrade Piles Pressure on Macron’s New Prime Minister
US and UK Near Tech, Nuclear and Whisky Deals Ahead of Trump Trip
One in Three Europeans Now Uses TikTok, According to the Chinese Tech Giant
Could AI Nursing Robots Help Healthcare Staffing Shortages?
NATO Deploys ‘Eastern Sentry’ After Russian Drones Violate Polish Airspace
Anesthesiologist Left Operation Mid-Surgery to Have Sex with Nurse
Tens of Thousands of Young Chinese Get Up Every Morning and Go to Work Where They Do Nothing
The New Life of Novak Djokovic
The German Owner of Politico Mathias Döpfner Eyes Further U.S. Media Expansion After Axel Springer Restructuring
Suspect Arrested: Utah Man in Custody for Charlie Kirk’s Fatal Shooting
In a politically motivated trial: Bolsonaro Sentenced to 27 Years for Plotting Coup After 2022 Defeat
German police raid AfD lawmaker’s offices in inquiry over Chinese payments
Turkish authorities seize leading broadcaster amid fraud and tax investigation
Volkswagen launches aggressive strategy to fend off Chinese challenge in Europe’s EV market
ChatGPT CEO signals policy to alert authorities over suicidal youth after teen’s death
The British legal mafia hit back: Banksy mural of judge beating protester is scrubbed from London court
Surpassing Musk: Larry Ellison becomes the richest man in the world
Embarrassment for Starmer: He fired the ambassador photographed on Epstein’s 'pedophile island'
Manhunt after 'skilled sniper' shot Charlie Kirk. Footage: Suspect running on rooftop during panic
Effective Protest Results: Nepal’s Prime Minister Resigns as Youth-Led Unrest Shakes the Nation
Qatari prime minister says Netanyahu ‘killed any hope’ for Israeli hostages
King Charles and Prince Harry Share First In-Person Moment in 19 Months
Starmer Establishes Economic ‘Budget Board’ to Centralise Policy and Rebuild Business Trust
France Erupts in Mass ‘Block Everything’ Protests on New PM’s First Day
Poland Shoots Down Russian Drones in Airspace Violation During Ukraine Attack
Brazilian police say ex-President Bolsonaro had planned to flee to Argentina seeking asylum
Trinidad Leader Applauds U.S. Naval Strike and Advocates Forceful Action Against Traffickers
Kim Jong Un Oversees Final Test of New High-Thrust Solid-Fuel Rocket Engine
Apple Introduces Ultra-Thin iPhone Air, Enhanced 17 Series and New Health-Focused Wearables
Macron Appoints Sébastien Lecornu as Prime Minister Amid Budget Crisis and Political Turmoil
Supreme Court temporarily allows Trump to pause billions in foreign aid
Charlie Sheen says his father, Martin Sheen, turned him in to the police: 'The greatest betrayal possible'
Vatican hosts first Catholic LGBTQ pilgrimage
×