WhatsApp Tests On-Device Scam Alerts in Limited Beta

Summary
WhatsApp is testing an optional Scam Alert feature that uses on-device machine learning to flag likely scam messages from non-contacts. The company says message content stays on-device, though users may opt to share five messages to improve accuracy.
Key points
- WhatsApp says Scam Alert is being rolled out in a limited beta and is optional.
- The on-device model checks messages from non-contacts for known scam patterns using linguistic signals and conversational structure.
- WhatsApp says message data used for classification is not sent off-device or automatically reported.
- Users can block, report, or continue a flagged chat; they can also mark a chat as trusted if the warning is incorrect.
- Users who mark a chat as trusted may opt to share the last five messages with WhatsApp to help improve the feature.
- The article also notes WhatsApp protections for potentially fraudulent device-linking requests and high-risk users facing sophisticated threats.
Article Details
- Event Type
- Limited beta rollout of WhatsApp’s optional Scam Alert feature.
- Impact
- The on-device machine-learning feature warns users about likely scam messages from non-contacts and lets them block, report, continue, or trust a chat. WhatsApp says message content used for classification is not sent off-device or automatically reported. The rollout adds to protections against fraudulent device-linking requests and spyware threats.
Malware
Vendors
Meta“No message content leaves the device for classification or is auto-reported to WhatsApp, Meta, or anyone else.NSO Groupmany journalists, activists, and political figures had their phones infected with spyware (including NSO Group’s Pegasus) via messaging apps like WhatsApp in attacks involving zero-click exploits, which allow threat
Products
Scam AlertWhatsApp has started rolling out an optional Scam Alert feature that uses an on-device machine learning model to warn users about likely scam messages without sending message content off the device.WhatsAppWhatsApp has started rolling out an optional Scam Alert feature that uses an on-device machine learning model to warn users about likely scam messages without sending message content off the device.
