Since the beginning of the year, Meta has taken a notable position in the battle against fake accounts on Facebook and the abusive reuse of content. Nearly 10 million fraudulent profiles have been deleted, a figure that reveals the unprecedented scale of the phenomenon within the world's most used social network.

Faced with the proliferation of fictitious identity generation tools and automated practices aimed at manipulating the recommendation algorithm, the platform is making a decisive strategic shift. The challenge is no longer just the hunt for spam or plagiarism, but rather the restoration of trust and authenticity, two elements that are now essential for attracting advertisers and creators in an increasingly competitive environment.

In the background: the rise of tools ofartificial intelligence generative that facilitate the recycling of videos, images and texts en masse. This content, often called “AI slop” by Meta, blur the lines between original production and automated recycling. At the same time, regulatory pressure and increased user vigilance impose new requirements for traceability and fairness in the promotion of creators. The measures announced by Meta thus reflect a desire to put originality back at the forefront, while demonstrating a heightened sense of digital responsibility.

  • Massive deletion: Nearly 10 million fake accounts deleted on Facebook since January.

  • Strengthening detection: Accelerated deployment of AI algorithms to combat duplication and manipulation.

  • Increased sanctions: Loss of monetization and reduction of reach for non-compliant profiles.

Problematic

Meta Measure

Targeted objective

Fake accounts

Automatic deletion, enhanced verification

Maintaining trust and authenticity

Duplicate content

Reduced visibility, penalties

Valorization of original content

Automated spam

Account blocking, AI filtering

Sanitation of theuser experience

Facebook strengthens its fight against fake accounts and abusive content recovery: innovations, sanctions and impact on monetization

The action of Meta, based on an innovative technological arsenal, marks a profound evolution in the way in which Facebook manages the interactions and distribution of the monetization with creators. The use of next-generation AI, combined with machine learning and behavioral analysis methods, has increased the accuracy of detecting suspicious accounts and stolen content by 40%, according to a recent press release from Meta.

Find out how Facebook is stepping up its fight against fake accounts and plagiarism, with tough penalties announced to protect the platform's integrity and its users. Stay informed about the latest measures and their impact on the online community.

A striking example of this proactive approach is the case of the fictitious creator "Marwan Studio," who saw his reach halved after unauthorized re-posting of videos. Thanks to the algorithms of Meta, an alert was automatically sent to Marwan, along with concrete recommendations to regularize his situation.

  • Automatic link-back system: Adding links to the original author when a duplicate is detected.

  • Enhanced Creator Dashboard: Clear indication of the reasons for the drop in circulation or loss of monetization.

  • Proactive notifications: Explicit warnings in the event of risks linked to the reuse of content or practices similar to spamming.

  • Recommended tools for creators: Original editing, personal voiceover, removal of watermarks, addition of analysis or context to their videos.

Platform

Anti-plagiarism strategy

Originality favored

Facebook (Meta)

AI detection, penalty and link system

Yes, restricted access to monetization

YouTube

Content ID, community filtering

Yes, priority to original production

TikTok

Human & AI moderation, advanced tagging

Partial, experiments in progress

“We are investing heavily in AI to protect creators’ rights and ensure greater fairness on the platform,” explains Meta in one of its official notes. However, this rise in automation is giving rise to notable ethical debates, particularly on the transparency of algorithms and their ability to avoid unjustified sanctions.

  • Risk of “false positives” for some creators who see their content unfairly considered duplicated

  • Equity issue: how can we ensure that small creators are not disadvantaged in favor of already well-established players?

  • Need for regular adjustments to tools to respond to the rapid evolution of digital practices.

Adjusting the rules of monetization reveals here the full complexity of a market where digital integrity must go hand in hand with the stimulation of creativity. This challenge is of capital importance at a time when other applications of the group, such as Instagram or Threads, remain under observation for an extension of these mechanisms.

Comparative table of sanctions according to the type of offense

Violation noted

Sanction applied

Recommendation

Fake account generated by AI

Immediate deletion of the profile

Enhanced identity verification

Plagiarized video detected

Video removal, alert, loss of visibility

Reissue with personal content and comments

Automated spam

Temporary or permanent blocking

Limit the use of automation tools

  • Tools for creators:

    • Enhanced performance dashboard

    • Duplicate Content Detection Risk Simulator

    • Analytical extension for tracking past penalties

  • Enhanced performance dashboard

  • Duplicate Content Detection Risk Simulator

  • Analytical extension for tracking past penalties

Creators' reaction to recent measures

Some creators welcome the approach of Meta which values original work and creates greater transparency. However, voices are being raised regarding the readability of the regulations, the risks of automatic sanctions, and the fairness of access to visibility. In this regard, the platform promotes a dedicated support portal and encourages users to make greater use of original, personalized, and contextual creations.

  • Use your own images, music and voiceovers

  • Avoid reuse without substantial modifications

  • Add a comment, analysis or personal angle

  • Respect copyright and report detection errors

Interactive Tool: Facebook Creator Compliance and Risk Simulator

Test your publication's compliance and estimate your penalty risk!

Choose the “Content Type”: Original (unique text/video) / Duplicate or reused without modification / Reused, but modified and enriched

Choose the “Modification made”: None / Addition of personal analysis / New montage (images/video) / Addition of new voice-over

Then click on “Assess my risk”

FAQ: Fighting fake accounts and plagiarism on Facebook / Meta

Why is Meta removing so many fake accounts on Facebook?

Meta is massively removing fake accounts to restore user trust, protect creators, and limit algorithmic manipulation.

What types of content are targeted by the new Meta metrics?

Duplicate content, recycled videos without personal additions and mass-generated publications are the main targets of detection algorithms.

How to avoid penalties for plagiarism on Facebook?

You need to create original videos, add a voiceover or personal analysis, avoid watermarks, and respect copyright.

What tools does Meta provide for creators to avoid penalties?

An enhanced dashboard, a duplication risk simulator, proactive alerts and concrete recommendations are offered to creators.

How do I know if I've lost access to monetization on Facebook?

Alerts appear in the dashboard, organic reach drops sharply, and access to advertising statistics is restricted.

Can you contest a sanction applied by Facebook?

Yes, creators can appeal through the Help Center by providing proof of originality or requesting manual review.

What are the risks of false positives with Meta algorithms?

Legitimate content can be wrongly detected as duplicate, requiring constant tool adjustment and increased transparency.

Does Meta apply the same rules on Instagram and Threads?

In 2025, these platforms will experiment with the same tools, but their deployment remains gradual and not widespread.

What types of profiles are most vulnerable to sanctions?

Automated accounts, AI-generated profiles, and creators who reuse content without adding value are most at risk.

What practices should be encouraged to maintain your visibility on Facebook?

Create original content, add a personal angle, diversify formats and regularly consult Meta's recommendations.