Meta Deploys Advanced AI and Cross-Border Enforcement Against Platform Scammers
Meta Platforms has rolled out a suite of anti-fraud technologies across its Facebook, Messenger, and WhatsApp applications, combining artificial intelligence systems with intensified law enforcement collaboration to combat evolving scam operations targeting users worldwide.
The company disclosed that it removed more than 159 million fraudulent advertisements in 2025 for policy violations, detecting 92% before any user reports were filed. Additionally, Meta deactivated 10.9 million accounts on Facebook and Instagram linked to organized criminal scam networks during the same period.
AI Systems Target Celebrity and Brand Impersonation
Meta’s new detection infrastructure relies on machine learning models that analyze multiple signals: text, images, and contextual data to identify sophisticated fraud patterns at scale. These systems are designed to catch impersonation schemes that traditional rule-based filters often miss.
The technology can now process extensive contextual information about public figures and commercial brands, improving the platform’s ability to identify fake profiles that mimic celebrities or businesses. It also proactively scans for links redirecting users to counterfeit websites designed to resemble legitimate services.
User-Facing Alerts on Facebook and WhatsApp
On Facebook, the company is testing warnings that appear when users send or receive connection requests from accounts exhibiting suspicious behavior, such as profiles claiming foreign locations with few mutual contacts. The alerts are intended to help users make informed decisions about blocking or rejecting potentially fraudulent requests.
WhatsApp users will now receive warnings when behavioral signals suggest that a device linking request may be malicious. Scammers have been known to trick users into linking their accounts to attacker-controlled devices by posing as voting systems or asking victims to scan QR codes under false pretenses. The new alerts display the origin of linking requests and caution users before proceeding.
On Messenger, advanced scam detection is expanding to additional countries this month. When a conversation with a new contact contains patterns resembling common fraud tactics, such as suspicious employment offers users are asked whether they wish to share recent messages for AI-based review. If a scam is detected, the system provides information on common fraud schemes and suggests actions including blocking or reporting the account.
Advertiser Verification Expansion
Meta is expanding its advertiser verification requirements, aiming for verified advertisers to account for 90% of the company’s advertising revenue by the end of 2026, up from 70% currently. The verification process is meant to promote transparency and reduce attempts to misrepresent advertiser identity, particularly in categories more susceptible to abuse.
Nigeria Scam Network Disrupted
In a recent enforcement action with regional significance, Meta worked with the Nigeria Police Force and the UK National Crime Agency to disrupt an alleged scam center based in Agbor, Delta State. Seven suspects were arrested in January 2026 following intelligence shared by Meta. According to Nigerian authorities, the operation used fake social media profiles impersonating cryptocurrency traders to target British and American victims.
Nathaniel Gleicher, who serves as Global Head of Counter Fraud at Meta, emphasized the importance of cross-sector intelligence sharing in identifying and disrupting such operations. Police recovered 26 mobile phones, 42 SIM cards, and one laptop during the raid.
The Agbor operation is part of a broader pattern. Meta also participated in a coordinated disruption week with the FBI, the US Department of Justice Scam Center Strike Force, the Royal Thai Police Anti-Cyber Scam Center, and other global agencies. Investigators disabled over 150,000 accounts associated with scam networks and contributed to 21 arrests made by Thai authorities.
Awareness Campaigns and Partnerships
Beyond technical enforcement, Meta is supporting public education initiatives in partnership with government agencies and international organizations. These include the #TrappedinScamCrime campaign with the UN Office on Drugs and Crime across eight Southeast Asian countries, and the Scam Se Bacho campaign in India with actor Neena Gupta and digital creators.
The company has also worked with banking federation Febraban in Brazil and Mexico’s consumer protection agency Profeco to produce educational content on recognizing and avoiding fraud.
Meta’s latest disclosure comes as the company faces pressure from regulators and civil society groups to do more to prevent fraud on its platforms. The company says it will continue investing in detection technologies and working with law enforcement to disrupt criminal networks. You can read more updates here.

