Beautiful Virgin Islands

Tuesday, Dec 30, 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
Abu Dhabi ‘Capital of Capital’: How Abu Dhabi Rose as a Sovereign Wealth Power
Diamonds Are Powering a New Quantum Revolution
Trump Threatens Strikes Against Iran if Nuclear Programme Is Restarted
Apple Escalates Legal Fight by Appealing £1.5 Billion UK Ruling Over App Store Fees
UK Debt Levels Sit Mid-Range Among Advanced Economies Despite Rising Pressures
UK Plans Royal Diplomacy with King Charles and Prince William to Reinvigorate Trade Talks with US
King Charles and Prince William Poised for Separate 2026 US Visits to Reinforce UK-US Trade and Diplomatic Ties
Apple Moves to Appeal UK Ruling Ordering £1.5 Billion in Customer Overcharge Damages
King Charles’s 2025 Christmas Message Tops UK Television Ratings on Christmas Day
The Battle Over the Internet Explodes: The United States Bars European Officials and Ignites a Diplomatic Crisis
Princesses Beatrice and Eugenie Join Royal Family at Sandringham Christmas Service
Fine Wine Investors Find Little Cheer in Third Year of Falls
UK Mortgage Rates Edge Lower as Bank of England Base Rate Cut Filters Through Lending Market
U.S. Supermarket Gives Customers Free Groceries for Christmas After Computer Glitch
Air India ‘Finds’ a Plane That Vanished 13 Years Ago
Caviar and Foie Gras? China Is Becoming a Luxury Food Powerhouse
Hong Kong Climbs to Second Globally in 2025 Tourism Rankings Behind Bangkok
From Sunniest Year on Record to Terror Plots and Sports Triumphs: The UK’s Defining Stories of 2025
Greta Thunberg Released on Bail After Arrest at London Pro-Palestinian Demonstration
Banksy Unveils New Winter Mural in London Amid Festive Season Excitement
UK Households Face Rising Financial Strain as Tax Increases Bite and Growth Loses Momentum
UK Government Approves Universal Studios Theme Park in Bedford Poised to Rival Disneyland Paris
UK Gambling Shares Slide as Traders Respond to Steep Tax Rises and Sector Uncertainty
Starmer and Trump Coordinate on Ukraine Peace Efforts in Latest Diplomatic Call
The Pilot Barricaded Himself in the Cockpit and Refused to Take Off: "We Are Not Leaving Until I Receive My Salary"
UK Fashion Label LK Bennett Pursues Accelerated Sale Amid Financial Struggles
U.S. Government Warns UK Over Free Speech in Pro-Life Campaigner Prosecution
Newly Released Files Shed Light on Jeffrey Epstein’s Extensive Links to the United Kingdom
Prince William and Prince George Volunteer Together at UK Homelessness Charity
UK Police Arrest Protesters Chanting ‘Globalise the Intifada’ as Authorities Recalibrate Free Speech Enforcement
Scambodia: The World Owes Thailand’s Military a Profound Debt of Gratitude
Women in Partial Nudity — and Bill Clinton in a Dress and Heels: The Images Revealed in the “Epstein Files”
US Envoy Witkoff to Convene Security Advisers from Ukraine, UK, France and Germany in Miami as Peace Efforts Intensify
UK Retailers Report Sharp Pre-Christmas Sales Decline and Weak Outlook, CBI Survey Shows
UK Government Rejects Use of Frozen Russian Assets to Fund Aid for Ukraine
UK Financial Conduct Authority Opens Formal Investigation into WH Smith After Accounting Errors
UK Issues Final Ultimatum to Roman Abramovich Over £2.5bn Chelsea Sale Funds for Ukraine
Rare Pink Fog Sweeps Across Parts of the UK as Met Office Warns of Poor Visibility
UK Police Pledge ‘More Assertive’ Enforcement to Tackle Antisemitism at Protests
UK Police Warn They Will Arrest Protesters Chanting ‘Globalise the Intifada’
Trump Files $10 Billion Defamation Lawsuit Against BBC as Broadcaster Pledges Legal Defence
UK Says U.S. Tech Deal Talks Still Active Despite Washington’s Suspension of Prosperity Pact
UK Mortgage Rules to Give Greater Flexibility to Borrowers With Irregular Incomes
UK Treasury Moves to Position Britain as Leading Global Hub for Crypto Firms
U.S. Freezes £31 Billion Tech Prosperity Deal With Britain Amid Trade Dispute
Prince Harry and Meghan’s Potential UK Return Gains New Momentum Amid Security Review and Royal Dialogue
Zelensky Opens High-Stakes Peace Talks in Berlin with Trump Envoy and European Leaders
Historical Reflections on Press Freedom Emerge Amid Debate Over Trump’s Media Policies
UK Boosts Protection for Jewish Communities After Sydney Hanukkah Attack
UK Government Declines to Comment After ICC Prosecutor Alleges Britain Threatened to Defund Court Over Israel Arrest Warrant
×