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How 200,000 Fake AI Victims Are Outsmarting Online Scammers 🤖

Posted by Simon Keighley on August 28, 2026 - 7:02am


How 200,000 Fake AI Victims Are Outsmarting Online Scammers 🤖

How 200,000 Fake AI Victims Are Outsmarting Online Scammers

For years, the battle against online fraud has felt like a losing game of cat and mouse. Cybercrime has ballooned into a staggering $1.24 trillion global industry, with sophisticated call centres operating like corporate enterprises to strip unsuspecting individuals of their life savings. However, the cybersecurity world is witnessing a dramatic plot twist.

Instead of AI simply being weaponised by bad actors to automate phishing, defender technology is turning the tables. An Australian technology firm called Apate has deployed a army of nearly 200,000 AI-powered "victims" designed specifically to waste scammers' time, ruin their efficiency, and harvest actionable intelligence.

 

The Art of Automated "Scam Baiting"

Scam baiting—the practice of deliberately wasting a fraudster's time by acting gullible—used to be the domain of quirky internet hobbyists and YouTubers. Apate has taken this concept and scaled it into an enterprise-grade defence platform.

Originating from research led by Professor Dali Kaafar at Macquarie University in Sydney, Apate was born out of a real-world frustration. After stringing along a phone scammer for 44 minutes during a family picnic to entertain his children, Kaafar realised that automating this process could fundamentally dismantle the economics of scamming.

Today, Apate manages a stable of almost 200,000 distinct AI personas across social media, messaging apps such as WhatsApp and Telegram, and traditional phone lines. These bots feature realistic vocal tics, regional accents, natural pauses, and believable background noises to convincingly mimic real human targets.

 

Measuring Success in Frustration

While most technology companies track uptime or conversions, Apate measures success with a rather unconventional Key Performance Indicator (KPI): how many times frustrated scammers swear at their AI bots.

Because the bots play dumb and string fraudsters along for hours without ever revealing real banking information, scammers frequently lose their temper. This hilarious metric directly correlates with operational impact: every minute a scammer spends swearing at an AI persona is a minute they are not exploiting a vulnerable member of the public.

The impact is far from trivial:

  • During a single campaign with Australian telecommunications provider TPG, Apate’s bots engaged in 600,000 scam calls over just six weeks.
  • The campaign wasted over 500 days of scammers' time.
  • This intervention saved an estimated $13 million in potential losses for consumers.

 

Turning Honeypots into Cyber Intelligence

Wasting a scammer's time is satisfying, but the true power of this technology lies in intelligence extraction. The AI models were trained on hundreds of hours of recorded interactions between seasoned scam baiters and fraudsters, allowing them to navigate complex conversations and actively solicit critical details.

When interacting with scammers, the bots function as active honeypots. They bait cybercriminals into revealing the infrastructure behind their operations:

  1. Cryptocurrency Wallet Addresses: Working alongside leading blockchain analytics platforms, the bots trick fraudsters into providing fresh crypto deposit addresses. Tracking these addresses in real time allows investigators to map out money-laundering routes before illicit funds can be consolidated.
  2. Mule Banking Networks: In one notable instance, Apate’s bots uncovered an illicit marketplace in India where brokers solicited verified bank accounts, offering up to 5% commission paid in USDT to process scam proceeds.
  3. Operational Mechanics: By asking naive questions, the bots force scammers to explain their payout mechanisms, phone numbers, and messaging links.

This data is fed directly to major banks across the UK, Europe, Australia, South Africa, and South East Asia, allowing financial institutions to block suspicious accounts and freeze transactions before harm occurs.

 

The AI Arms Race: Game Theory on the Front Lines

Apate is not alone in using conversational AI to combat fraud. In the UK, telecommunications giant O2 previously launched "Daisy," an AI Granny persona designed to frustrate scammers by endlessly rambling about her 28 cats and mishearing instructions.

As cybercriminals increasingly deploy AI bots to automate text phishing—with an estimated 20% to 30% of scam messages already utilising AI—a fundamental question arises: What happens when defence AI bots meet offensive AI bots?

According to game theory models studied by researchers, the advantage firmly lies with the defenders. In an AI-versus-AI matchup:

  • The scammer's bot is attempting to force a specific real-world action (such as inducing a wire transfer or harvesting credentials).
  • The defender's bot is merely aiming to prolong the engagement and extract information.

Because the defensive model never yields real money or credentials, the scammer's AI is forced into revealing more of its underlying script, prompts, and infrastructure to overcome the impasse. Mathematically and strategically, the defender inherently wins the game.

 

A New Era for Fraud Prevention

By shifting from passive protection to aggressive, automated deception, platforms like Apate are rebalancing the cybersecurity equation. Making scamming unprofitably slow and exposing cybercriminal infrastructure in real time ensures that the good guys stay one step ahead.


 

Disclaimer: This article is provided for informational purposes only, mistakes may be made, and it's not offered or intended to be used as legal, tax, investment, financial, or any other advice.

 

 

 

ecosystem for entrepreneurs

 

 

 

Simon Keighley Thanks for the thoughtful insight, Olov - turning AI from a tool that amplifies fraud into one that disrupts criminal operations and extracts intelligence really does represent a fascinating shift in the cybersecurity landscape.
August 30, 2026 at 4:55am
Olov Forsgren This is an absolutely brilliant breakdown of asymmetric warfare in cybersecurity, Simon! The shift from passive defense to active, automated deception is a total paradigm shift. Measuring success by 'scammer frustration' is not only hilarious but mathematically beautiful—it directly attacks the most valuable resource these criminal enterprises have: time. Your point about the AI-versus-AI matchup using game theory is incredibly insightful. When the defender's only KPI is to prolong the conversation and extract data, the offensive AI is fundamentally trapped. Apate and 'Daisy' are proving that the best way to win a rigged game is to change the rules entirely. Fantastic read!
August 29, 2026 at 5:10pm
Simon Keighley It really does feel like a new era, Mike - with AI shifting fraud prevention from simply reacting to scams to actively disrupting the criminals behind them.
August 28, 2026 at 1:57pm
Mike Thompson This is the best news I have heard in a long time and it is definetely a new era for fraud prevention.
August 28, 2026 at 1:45pm
Simon Keighley My thoughts too, Joseph - turning AI into an active defensive force that wastes scammers’ time while gathering intelligence is a brilliant example of technology fighting fire with fire.
August 28, 2026 at 1:23pm
Joseph Stasaitis This is such an innovative approach to fraud prevention. Using 200,000 AI personas to trap fraudsters is simply brilliant.
August 28, 2026 at 1:03pm