Pig Butchering Scams Explained: How Continuous Identity Verification Helps

A pig butchering scam can start with a simple message on a dating app. But by the time money changes hands, it may have passed through multiple platforms.

The scale of the crime is just too big to ignore. The FBI’s 2025 Internet Crime Report recorded over 1 million complaints involving $20.877 billion in total losses, with cryptocurrency and AI fraud (which are major components of pig butchering scams) amounting to more than $12 billion.

For dating apps, crypto exchanges, fintech platforms, and other services where users create accounts whether for communication or transaction, it’s become more important than ever to have strict identity checks.

In this article, we will examine how pig butchering scams work, why deepfake and AI agents are making them harder to detect, and how layered identity verification can help platforms identify fraudulent accounts before it’s too late.

TL;DR

• Pig butchering is the fastest-growing and the single costliest fraud scheme reported in the U.S.
• Scammers build trust with victims for weeks or months, usually through dating apps or social media, before introducing a fake investment platform.
• AI-generated deepfake video calls and agentic AI grooming have made the scam harder to detect.
• Red flags include reused profile photos, device & location inconsistencies, manipulated identity documents, and unsolicited investment advice.
• Identity verification is an early intervention point. Document authentication, liveness detection, and biometric matching can help establish whether a person’s identity corresponds.
• Verification should not stop at signups. Behavioral monitoring and risk-based re-verification can help identify accounts that become suspicious after onboarding.

What is a Pig Butchering Scam?

A pig butchering scam is a confidence-based fraud scheme in which the scammer builds a relationship with the target before gradually persuading them to put money into a fraudulent investment opportunity, often involving cryptocurrency.

The name was derived from the Chinese term “Sha Zhu Pan”, which means Killing Pig Plate. The scammer sees the target as a “pig” that’s metaphorically fattened with a fake relationship and then “butchered” for their money.

This scam is different from traditional fraud where the scammer immediately asks for money. In a pig butchering scam, the scammer spends time creating a relationship and building trust. The target isn’t asked for any help. If at all, the scammer offers some help to gain credibility.

Mind you, the scammer may pose as anyone. A lover, pornstar, businessperson, successful investor, government official, or even someone who has connections with influential people.

Step-by-Step Process of How the Pig Butchering Scam Works

To understand why this scam is so prevalent, you need to know the common playbook scammers use:

1. Initial Contact

The scammer creates a fake account and initiates contact through a dating app, social media platform, or a “wrong text message”. They often do this after lurking around to monitor their targets’ activities.

It can be unsuspicious because they might be in the same digital group as the targets, commenting under their posts. They do this so that their name and profile become familiar before a direct conversation.

2. Trust Building

The scammer doesn’t rush into the investment pitch. Instead, they spend weeks or months establishing and nurturing a relationship. They communicate regularly and share deep, personal information, so that the target becomes vulnerable with them.

This makes the eventual investment recommendation feel like advice from someone the victim knows rather than a cold investment pitch.

3. The Investment Opportunity

Once trust & vulnerability are established, the scammer introduces an investment opportunity—usually cryptocurrency or another high-return scheme.

It comes so naturally that they don’t pitch it. They share it as personal news, more like: “Hey, this is what I’ve been doing to stay afloat and buy assets.” They may even show screenshots of significant gains on their portfolio.

4. The First Investment

The scammer shares a professional-looking crypto platform with the target. The platform looks authentic, with real-time price charts, customer support, and even a demo account.

After the target makes the first deposit, they get to withdraw their profit. This convinces them that the investment is real and removes any uncertainty they might have.

5. Higher Deposits

After the first withdrawal, the scammer advises a larger investment. Encouraged by the first transaction, the victim deposits a lot more money. Some people even liquidate their account.

In December 2025, some victims who were rescued by the FBI said they were in the process of liquidating their 401K, selling their home, or obtaining a sizable loan. In fact, an elderly man who was surviving on disability pay wanted to cut his food money to invest more.

6. The Butcher

This is when the money disappears. The victim tries to withdraw the funds (or profit), but encounters a problem. They may be told to pay taxes, processing fees, or other charges before the withdrawal can be completed.

However, the demand continues until the victim runs out of money or realizes the investment was fabricated. The scammer then disappears, blocks the victim, or abandons the account.

Real-Life Cases Where Weak Identity Checks Became a Fraud Enabler

These are real-life cases of people who fell to the pig butchering scam.

1. Anthony — Lost $240,850 After a Two-month Relationship

The conversation started when Michelle messaged Anthony (a 48-year-old single father) on Instagram, complimenting his landscape photos. Then, they exchanged WhatsApp numbers and communicated every day. She sent gym selfies. He sent beach pictures.

Anthony: It’s very attractive to meet someone who is not just attractive but also kind and smart.

Michelle: Haha, I’m actually not as good as you said.

The conversation went on before she introduced him to a cryptocurrency investment. She first sent a small amount of Ethereum to his Coinbase wallet, which made the investment appear legitimate.

Anthony then made an initial deposit of $7,000 and got a profit of $30 that same day. In the next six weeks, he increased his investment to $240,850.

Over time, he was unable to withdraw his funds, was locked out of his account, and was unable to reach Michelle.

2. Carina — Lost 122,000 and Investigated the Blockchain Herself

She met a man on Bumble, called Heaven. He asked that they move the conversation to WhatsApp. Down the line, she was manipulated into investing all the money she had into a cryptocurrency investment scheme.

She started by investing $1,000. After trading, she withdrew a couple of hundred dollars into her bank account, which made her feel assured that the investment was real.

After telling her to put in more money, she said she didn’t have it, so he asked her to take a loan from her retirement account, and she could use the accumulated profit to pay back the loan. She added $35,000.

She watched her money grow to about $60K, but she wasn’t able to withdraw. Eventually, she was told that she had to deposit a total of $150,000 to withdraw. She invested another $4K, plus $38K from a high-interest loan, borrowed $26K from her mom, and Heaven “helped” with $46K.

However, when she tried to pull out the $150,000, she was told that she needed to perform a security verification of $27K to unfreeze her account and also provide a picture of her ID. Again, she did. She invested $18K, and Heaven gave her $9K.

All of these didn’t get her her money back. After receiving little assistance from the authorities, she began investigating the transactions herself. She eventually traced the funds to a scam group in Thailand.

3. Jackie — Lost Approximately $900,000

Jackie, 61, was preparing for retirement when she joined a dating site. She met a man, Brad Miller, who claimed to be a widowed contractor.

Over several months, Brad developed a romantic relationship with her and began talking about their financial future. He eventually introduced her to a supposed cryptocurrency broker named Maximilian.

Jackie started by investing $40,000 from her 401(K). The supposed crypto account showed increasing returns, and Brad sent her screenshots of what appeared to be his own account containing millions of dollars. This helped convince her that the investment was legitimate.

She eventually transferred substantial portions of her retirement savings and took out a home-equity loan. In total, she lost approximately $900,000.

Why Pig Butchering Scams Are Harder to Detect in 2026

There are 2 major technological developments making pig butchering scams harder to detect in 2026.

1. Deepfake Technology

While the tactic is the same as always, the technology available to scammers has improved. Deepfake technology can produce synthetic faces, voices, and video content that makes a scammer appear like a real person.

INTERPOL’s 2026 Global Financial Fraud Threat Assessment warns that criminal marketplaces now offer “synthetic identity kits” containing AI-generated video avatars, voice clones, and biometric data. It also reports that AI-enabled fraud is estimated to be 4.5 times more profitable than non-AI-enhanced fraud.

Many victims say: “I’ve seen the person on video call. They are real.” Whereas the person they saw wasn’t real.

2. Agentic AI

Scammers are also using agentic AI to reach a lot of victims. Humans have a natural limit to how many conversations they can maintain per time, so they now use automated systems to handle more interactions. This helps to personalize messages and maintain conversations across a much larger pool of targets.

A scammer who once had to choose between dozens of conversations can now manage far more, while tailoring each message to individual targets. This increases the volume of accounts and interactions that safety teams have to assess, making account review increasingly difficult.

Red Flags Platforms Should Monitor at Scale

No single signal proves that an account is fraudulent. You have to combine identity, device, behavioral, and transactional signals to identify patterns that individuals would easily not spot.

1. Reused or Mismatched Profile Photos

A profile photo that appears on multiple unrelated accounts or websites can indicate impersonation or a fabricated identity.

2. Device and Location Inconsistencies

An account claiming to belong to someone in one location but repeatedly logging in from unrelated countries or showing unusual device patterns.

3. Low-quality or Manipulated Identity Documents

Blurry documents, inconsistent information, altered fields, suspicious image artifacts, or repeated verification attempts can indicate identity manipulation.

4. Unsolicited Investment Advice

A sudden shift from ordinary conversation to cryptocurrency, investment opportunities, or requests to move communication off the platform.

How Platforms Can Curb Pig Butchering Scam

Follow these recommendations, and you’d be steps ahead in putting a stop to pig butchering scams on your platform:

1. Layered Verification at Onboarding

Have different stages of document authentication, biometric matching, and liveness detection to scan out risk profiles and detect AI-generated images. The objective is not to tire out every user, but to confirm the identity behind every account.

2. Monitor Users Behaviors After Onboarding

Integrate identity signals with device intelligence, behavioral analytics, account activity, and other fraud indicators. Escalate accounts when several signals point toward increased risk.

3. Create Clear Reporting and Escalation Paths

Users should have an obvious way to report suspected scam accounts, suspicious investment requests, impersonation, and other harmful behavior. The reports should go straight to your Trust & Safety team rather than disappearing into a standalone support queue.

4. Add a Reverse Search Function to Your Platform

Integrate a reverse search function like ClarityVerify that lets users search people by their name, phone number, photo, or email address. It can give them a detailed report of every publicly available information about the person.

Conclusion

Pig butchering scams work because the scammers strategically crawl their way into the hearts of their victims. And as new technology enables these fraudulent acts, it’s become essential that platforms don’t rely solely on onboarding verification or trust between users. There’s the need for continuous monitoring and integration of a reverse search service like ClarityVerify to curb these activities.

FAQ

1. Is money lost in a pig butchering scam recoverable?

Recovery is difficult and rare. You should in fact be cautious of recovery services that charge upfront fees to recover lost money. Financial scams should always be reported to the authorities.

2. Why don’t video calls prove someone is real anymore?

AI-generated deepfake technology has advanced enough to convincingly fake a live video call, meaning video verification alone is not a reliable way to confirm someone’s identity.

3. How can platforms prevent pig butchering scams?

Platforms can reduce risk by ensuring document verification, biometric matching, and liveness detection at account signup, combined with continuous behavioral monitoring and integration of a reverse search service.