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Digital Banking in Malaysia: How Tookitaki Ensures AML Compliance

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Tookitaki
05 May 2023
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6 min

Over the past few years, digital banking has experienced rapid growth in Malaysia, transforming the financial landscape in the country. The widespread adoption of smartphones, improved internet connectivity, and changing consumer preferences have driven the demand for convenient and secure digital financial services. This shift towards digital banking has encouraged both established financial institutions and fintech startups to develop innovative products and services that cater to the evolving needs of consumers and businesses.

As digital banking continues to expand, the risk of money laundering and terrorist financing activities also increases. Criminals often exploit digital platforms to launder money, finance terrorism, and carry out other illicit activities. Consequently, it becomes crucial for financial institutions to maintain robust anti-money laundering (AML) and counter-terrorism financing (CFT) compliance programs to mitigate these risks. Ensuring AML compliance protects financial institutions from potential financial losses and reputational damage and helps maintain the financial system's overall integrity.

Tookitaki is a leading provider of innovative AML compliance solutions designed to help financial institutions effectively combat money laundering and terrorist financing. Leveraging advanced analytics, machine learning, and a deep understanding of AML typologies, Tookitaki's Anti-Money Laundering (AML) Suite offers a comprehensive and scalable approach to detecting, preventing, and managing financial crime risks. In this blog, we will explore how Tookitaki's AML Suite can assist Malaysian financial institutions in achieving AML compliance as they navigate the rapidly evolving digital banking landscape.

Overview of Digital Banking in Malaysia

Digital banking in Malaysia has experienced significant growth in recent years due to various factors, such as increased smartphone adoption, improved internet connectivity, and changing consumer preferences. This growth has led established financial institutions and fintech startups to develop innovative products and services to cater to the evolving needs of consumers and businesses.

Bank Negara Malaysia (BNM), the country's central bank, issued the Policy Document on Licensing Framework for Digital Banks in December 2020, marking the beginning of digital banking in Malaysia. According to BNM, digital banks must comply with the requirements under the Financial Services Act 2013 or Islamic Financial Services Act 2013, including standards on anti-money laundering and terrorism financing.

Digital banks in Malaysia aim to serve various segments of the population, such as the bottom 40% income group (B40), micro, small, and medium enterprises (MSMEs). They can offer better accessibility to rural areas and serve gig workers, who may also benefit from these services.

AML Challenges in Digital Banking

Digital banking faces several AML challenges due to the increased risk of financial crime and evolving cybercrime techniques. These challenges include:

Increased risk of money laundering and terrorist financing

The growth of digital payments and banking services has increased the risk of financial crimes, such as money laundering and terrorist financing. As more transactions take place online, criminals may exploit digital channels to launder illicit funds or finance terrorist activities. Financial institutions must be vigilant in detecting and preventing these activities to protect their customers and maintain the financial system's integrity. They must implement robust AML/CFT frameworks and risk mitigants to prevent illicit exploitation of access to their services.

Evolving cybercrime techniques

As digital banking becomes more popular, financial institutions face escalating threats due to technological developments in cybercrime. Cybercriminals constantly adapt their techniques to exploit vulnerabilities in digital banking systems, making it crucial for financial institutions to stay ahead of these threats and invest in advanced cybersecurity measures. Some common tactics include phishing, malware attacks, and social engineering, which can all be used to gain unauthorized access to customer accounts or manipulate transactions. Cybercrime and money laundering are correlated, as the former can be a predicate offence.

Expanding volumes of data

Financial institutions face challenges in handling the volume and breadth of data associated with AML compliance. Harnessing the value of this data is crucial for identifying and mitigating risks, requiring the adoption of advanced technologies and analytics.

Balancing customer experience with compliance

One of the key challenges in digital banking is striking the right balance between providing a seamless customer experience and maintaining robust AML/CFT controls. While customers expect fast, convenient, and secure access to their accounts and services, financial institutions must also ensure they meet regulatory requirements and mitigate risks associated with money laundering and terrorist financing.

To achieve this balance, financial institutions should consider adopting innovative technologies and solutions that enhance their AML/CFT capabilities without compromising the customer experience. This may include using artificial intelligence, machine learning, and data analytics to identify suspicious activities and patterns more effectively and efficiently. By staying proactive in addressing AML/CFT challenges, digital banks can maintain customer trust and contribute to a safer financial ecosystem.

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Aligning with Malaysia's AML Regulations and International Standards

Adhering to BNM's guidelines

BNM is the central authority responsible for issuing AML/CFT regulations in the country. Digital banks must strictly adhere to these guidelines to maintain their license and operate legally. This includes implementing robust AML/CFT frameworks, customer due diligence measures, risk assessments, and ongoing transaction monitoring. By complying with BNM's guidelines, digital banks can contribute to Malaysia's financial system's overall stability and integrity while protecting themselves from legal and reputational risks.

Complying with FATF recommendations

The Financial Action Task Force (FATF) is an international organization that sets global standards for combating money laundering, terrorist financing, and other related threats. Digital banks in Malaysia must comply with the FATF's 40 Recommendations, which provide a comprehensive and consistent framework for AML/CFT compliance. By aligning with these recommendations, digital banks can demonstrate their commitment to international best practices, enhancing their credibility and reputation among customers, regulators, and other stakeholders.

Supporting global initiatives for AML/CFT

In addition to complying with local and international regulations, digital banks should actively support and participate in global initiatives to combat money laundering and terrorist financing. This may involve collaborating with other financial institutions, regulators, law enforcement agencies, and international organizations to share information, develop best practices, and coordinate efforts to tackle financial crime. By contributing to global AML/CFT initiatives, digital banks can play a vital role in strengthening the resilience of the global financial system and fostering a safer, more transparent environment for digital banking customers.

Tookitaki's Solution for AML Compliance in Digital Banking

Founded in 2015, Tookitaki aims to create safer societies by tackling the root cause of money laundering. As a global leader in financial crime prevention software, the company revolutionises the fight against financial crime by breaking the siloed AML approach and connecting the community through its two distinct platforms:  the Anti-Money Laundering (AML) Suite and the Anti-Financial Crime (AFC) Ecosystem. Tookitaki's unique community-based approach empowers financial institutions to effectively detect, prevent, and combat money laundering and related criminal activities, resulting in a sustainable AML program with holistic risk coverage, sharper detection, and fewer false alerts.

The AML Suite is an end-to-end operating system that modernises compliance processes for banks and fintechs. In parallel, the AFC Ecosystem serves as a community of experts dedicated to uncovering hidden money trails that traditional methods cannot detect. Powered by federated machine learning, the AML Suite collaborates with the AFC Ecosystem to ensure that financial institutions stay ahead of the curve in their AML programs.

The AMLS  includes several modules such as Transaction Monitoring, Smart Screening, Dynamic Risk Scoring, and Case Manager. These modules work together to provide a comprehensive compliance solution that covers all aspects of AML, including detection, investigation, and reporting.

Tookitaki AMLS and AFC Ecosystem

Advancing Malaysia's Digital Banking Sector: AML Compliance and Tookitaki's Pivotal Role

The digital banking landscape in Malaysia is expected to grow significantly in the coming years, driven by technological advancements, changing consumer preferences, and supportive regulatory frameworks. As the industry evolves, financial institutions must adapt to the dynamic environment by enhancing their digital offerings, improving operational efficiency, and ensuring robust AML/CFT compliance to safeguard their customers and the wider financial system.

Tookitaki will continue to play a crucial role in helping Malaysian digital banks navigate the complexities of AML compliance. By providing cutting-edge AML solutions that leverage advanced technologies, such as artificial intelligence and machine learning, Tookitaki will enable financial institutions to streamline their compliance processes, identify and mitigate risks more effectively, and stay ahead of the ever-changing regulatory landscape.

As the digital banking sector in Malaysia continues to grow, it is more important than ever for financial institutions to prioritize AML/CFT compliance. Don't miss the opportunity to safeguard your business and customers with Tookitaki's innovative AML Suite. Book a demo today to experience firsthand how our comprehensive AML solutions can help your organization navigate the evolving digital banking landscape and achieve regulatory compliance with confidence.


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Blogs
25 Aug 2025
5 min
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Stablecoins Are Booming. Is Compliance Falling Behind?

Programmable money isn’t a futuristic buzzword anymore — it’s here, and it’s scaling at breakneck speed. In 2024, stablecoin transactions exceeded $27 trillion, surpassing Visa and Mastercard combined. From international remittances to e-commerce, stablecoins are reshaping how money moves across borders.

But there’s a catch: the same features that make stablecoins so powerful — speed, cost efficiency, accessibility — also make them attractive for financial crime. Instant, irreversible, and identity-light transactions have created a compliance challenge unlike any before. For regulators, banks, and fintechs, the question is clear: can compliance scale as fast as stablecoins?

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The Rise of Stablecoins: More Than Just Crypto

Stablecoins are digital tokens pegged to a stable asset like the U.S. dollar or euro. Unlike Bitcoin or Ether, they aren’t designed for volatility — they’re designed for utility. That’s why they’ve become the backbone of digital payments and decentralised finance (DeFi).

  • Cross-border remittances: Workers abroad can send money home cheaply and instantly.
  • Trading and settlements: Exchanges use stablecoins as liquidity anchors.
  • Merchant adoption: From small retailers to payment giants like PayPal (with its PYUSD stablecoin launched in 2023), stablecoin rails are entering mainstream commerce.

With global players like USDT (Tether) and USDC (Circle) dominating, and even central banks exploring CBDCs (Central Bank Digital Currencies), it’s clear stablecoins are no longer niche. They are programmable, scalable, and systemically important.

But scale brings scrutiny.

The Compliance Gap: Why Old Tools Don’t Work

Most financial institutions still rely on compliance infrastructure designed decades ago for slower, linear payment systems. Batch settlements, SWIFT messages, and pre-clearing windows gave compliance teams time to check, flag, or stop suspicious activity.

Stablecoins operate on entirely different principles:

  • Real-time settlement: Transactions confirm in seconds.
  • Pseudonymous wallets: No guaranteed link between a wallet and its true owner.
  • DeFi composability: Funds can move through multiple protocols, contracts, and blockchains with no central chokepoint.
  • Irreversibility: Once sent, funds can’t be clawed back.

This creates an environment where bad actors can launder funds at the speed of code. Legacy compliance systems — built for yesterday’s risks — simply cannot keep up.

The New Typologies Emerging on Stablecoin Rails

Financial crime doesn’t stand still. It adapts to new rails faster than regulation or compliance can. Here are some typologies unique to stablecoins:

  1. Money Mule Networks
    Organised groups recruit international students or gig workers to act as “cash-out points,” moving illicit funds through stablecoin wallets before converting back to fiat.
  2. Cross-Chain Laundering
    Criminals exploit bridges between blockchains (e.g., Ethereum to Tron or Solana) to break traceability, making it harder to follow the money. This tactic was highlighted in multiple reports after North Korea’s Lazarus Group laundered hundreds of millions in stolen crypto across chains.
  3. DeFi Layering
    Funds are routed through decentralised exchanges, lending platforms, or automated market makers to mix flows and obscure origins. The U.S. Treasury’s sanctions on Tornado Cash in 2022 marked a watershed moment, underscoring how DeFi mixers can become systemic laundering tools.
  4. Sanctions Evasion
    With traditional banking rails restricted, sanctioned entities increasingly turn to stablecoins. The U.S. Office of Foreign Assets Control (OFAC) has flagged stablecoin usage in multiple enforcement actions tied to Russia and other high-risk jurisdictions.

Each of these typologies highlights the speed, complexity, and opacity of stablecoin-based laundering. They don’t look like traditional fiat red flags — they demand new methods of detection.

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What Compliance Needs to Look Like for Stablecoins

To match the speed of programmable money, compliance must itself become programmable, adaptive, and dynamic. Static, rule-based systems are insufficient. Instead, compliance must shift to a risk infrastructure that is:

1. Risk-in-Motion Monitoring

Rather than flagging transactions after they settle, monitoring must happen in real time, detecting structuring, layering, and unusual flow patterns as they unfold.

2. Smart Sanctions & Wallet Screening

Name checks aren’t enough. Risk detection must consider wallet metadata, behavioural history, device intelligence, and network analysis to surface high-risk entities hidden behind pseudonyms.

3. Wallet Risk Scoring

A static “high-risk wallet list” doesn’t work in a world where wallets are created and discarded easily. Risk scoring must be dynamic and contextual, combining geolocation, device, transaction history, and counterparties into evolving risk profiles.

This is compliance at the speed of programmable money.

Tookitaki’s FinCense: Building the Trust Layer for Stablecoins

At Tookitaki, we’re not retrofitting legacy tools to fit this new world. We’re building the infrastructure-grade compliance layer programmable money deserves.

Here’s how FinCense powers trust on stablecoin rails:

  • Risk-in-Motion Monitoring
    Detects structuring, layering, and anomalous flows across chains in real time.
  • Smart Sanctions & Wallet Screening
    Goes beyond simple lists, screening metadata, networks, and behavioural red flags.
  • Wallet Risk Scoring
    Integrates device, location, and transaction intelligence to give every wallet a living, breathing risk profile.
  • Federated Intelligence from the AFC Ecosystem
    Scenarios contributed by 200+ compliance experts worldwide enrich the system with the latest typologies.
  • Agentic AI for Investigations
    Accelerates investigations with an AI copilot, surfacing insights and reducing false positives.

FinCense is modular, composable, and built for the future of programmable finance. Whether you’re a digital asset exchange, fintech, or bank integrating stablecoin rails, it enables you to operate with trust and resilience.

Conclusion: Scaling Trust with Stablecoins

Stablecoins are here to stay. They’re reshaping payments, cross-border transfers, and financial inclusion. But they’re also rewriting the rules of financial crime.

The next phase of growth won’t be defined by speed or accessibility alone — it will be defined by trust. And trust comes from compliance that can move as fast and adapt as dynamically as programmable money itself.

Stablecoins will define the next decade of finance. Whether they become rails for inclusion or loopholes for crime depends on how we build trust today. Tookitaki’s FinCense is here to make that trust possible.

Stablecoins Are Booming. Is Compliance Falling Behind?
Blogs
20 Aug 2025
6 min
read

Ferraris, Ghost Cars, and Dirty Money: Inside Australia’s 2025 Barangaroo Laundering Scandal

In July 2025, Sydney’s Barangaroo precinct became the unlikely stage for one of Australia’s most audacious money laundering cases. Beyond the headlines about Ferraris and luxury goods lies a sobering truth: criminals are still exploiting the blind spots in Australia’s financial crime defences.

A Case That Reads Like a Movie Script

On 30 July 2025, Australian police raided properties across Sydney and arrested two men—Bing “Michael” Li, 38, and Yizhe “Tony” He, 34.

Both men were charged with an astonishing 194 fraud-related offences. Li faces 87 charges tied to AUD 12.9 million, while He faces 107 charges tied to about AUD 4 million. Authorities also froze AUD 38 million worth of assets, including Bentleys, Ferraris, designer goods, and property leases.

At the heart of the case was a fraud and laundering scheme that funnelled stolen money into the high-end economy of cars, luxury fashion, and short-term property leases. Investigators dubbed them “ghost cars”—vehicles purchased as a way to obscure illicit funds.

It’s a tale that grabs attention for its glitz, but what really matters is the deeper lesson: Australia still has critical AML blind spots that criminals know how to exploit.

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How the Syndicate Operated

The mechanics of the scheme reveal just how calculated it was:

  • Rapid loan cycling: The accused are alleged to have obtained loans, often short-term, which were cycled quickly to create complex repayment patterns. This made tracing the origins of funds difficult.
  • Luxury asset laundering: The money was used to purchase high-value cars (Ferraris, Bentleys, Mercedes) and designer items from brands like Louis Vuitton. Assets of prestige become a laundering tool, integrating dirty money into seemingly legitimate wealth.
  • Property as camouflage: Short-term leases of expensive properties in Barangaroo and other high-end districts provided both a lifestyle cover and another channel to absorb illicit funds.
  • Gatekeeper loopholes: Real estate agents, accountants, and luxury dealers in Australia are not yet fully bound by AML/CTF obligations. This gap created the perfect playground for laundering.

What’s striking is not the creativity of the scheme—it’s the simplicity. By targeting sectors without AML scrutiny, the syndicate turned everyday transactions into a pipeline for cleaning millions.

The Regulatory Gap

This case lands at a critical time. For years, Australia has been under pressure from the Financial Action Task Force (FATF) to extend AML/CTF laws to the so-called “gatekeeper professions”—real estate agents, accountants, lawyers, and dealers in high-value goods.

As of 2025, these obligations are still not fully in place. The expansion is only scheduled to take effect from July 2026. Until then, large swathes of the economy remain outside AUSTRAC’s oversight.

The Barangaroo arrests underscore what critics have long warned: criminals don’t wait for legislation. They are already steps ahead, embedding illicit funds into sectors that regulators have yet to fence off.

For businesses in real estate, luxury retail, and professional services, this case is more than a headline—it’s a wake-up call to prepare now, not later.

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Why This Case Matters for Australia

The Barangaroo case isn’t just about two individuals—it highlights systemic vulnerabilities in the Australian financial ecosystem.

  1. Criminal Adaptation: Syndicates will always pivot to the weakest link. If banks tighten their checks, criminals move to less regulated industries.
  2. Erosion of Trust: When high-value markets become conduits for laundering, it damages Australia’s reputation as a clean, well-regulated financial hub.
  3. Compliance Risk: Businesses in these sectors risk being blindsided by new regulations if they don’t start implementing AML controls now.
  4. Global Implications: With assets like luxury cars and crypto being easy to move or sell internationally, local failures in AML quickly ripple across borders.

This isn’t an isolated story. It’s part of a broader trend where fraud, luxury assets, and regulatory lag intersect to create fertile ground for financial crime.

Lessons for Businesses

For financial institutions, fintechs, and gatekeeper industries, the Barangaroo case offers several practical takeaways:

  • Monitor for rapid loan cycling: Short-term loans repaid unusually fast, or loans tied to sudden high-value purchases, should trigger alerts.
  • Scrutinise asset purchases: Repeated luxury acquisitions, especially where the source of funds is vague, are classic laundering red flags.
  • Don’t rely solely on regulation: Just because AML obligations aren’t mandatory yet doesn’t mean businesses can ignore risk. Voluntary adoption of AML best practices can prevent reputational damage.
  • Collaborate cross-sector: Banks, real estate firms, and luxury dealers must share intelligence. Laundering rarely stays within one sector.
  • Prepare for 2026: When the law expands, regulators will expect not just compliance but also readiness. Being proactive now can avoid penalties later.

How Tookitaki’s FinCense Can Help

The Barangaroo case demonstrates a truth that regulators and compliance teams already know: criminals are fast, and rules often move too slowly.

This is where FinCense, Tookitaki’s AI-powered compliance platform, makes the difference.

  • Scenario-based Monitoring
    FinCense doesn’t just look for generic suspicious behaviour—it monitors for specific typologies like “rapid loan cycling leading to high-value asset purchases.” These scenarios mirror real-world cases, allowing institutions to spot laundering patterns early.
  • Federated Intelligence
    FinCense leverages insights from a global compliance community. A laundering method detected in one country can be quickly shared and simulated in others. If the Barangaroo pattern emerged elsewhere, FinCense could help Australian institutions adapt almost immediately.
  • Agentic AI for Real-Time Detection
    Criminal tactics evolve constantly. FinCense’s Agentic AI ensures models don’t go stale—it adapts to new data, learns continuously, and responds to threats as they arise. That means institutions don’t wait months for rule updates; they act in real time.
  • End-to-End Compliance Coverage
    From customer onboarding to transaction monitoring and investigation, FinCense provides a unified platform. For banks, this means capturing anomalies at multiple points, not just after funds have already flowed into cars and luxury handbags.

The result is a system that doesn’t just tick compliance boxes but actively prevents fraud and laundering—protecting both businesses and Australia’s reputation.

The Bigger Picture: Trust and Reputation

Australia has ambitions to strengthen its role as a regional financial hub. But trust is the currency that underpins global finance.

Cases like Barangaroo remind us that even one high-profile lapse can shake investor and customer confidence. With scams and laundering scandals making headlines globally—from Crown Resorts to major online frauds—Australia cannot afford to be reactive.

For businesses, the message is clear: compliance isn’t just about avoiding fines, it’s about protecting your licence to operate. Customers and partners expect vigilance, transparency, and accountability.

Conclusion: A Warning Shot

The Barangaroo “ghost cars and luxury laundering” saga is more than a crime story—it’s a preview of what happens when regulation lags and businesses underestimate financial crime risk.

With AUSTRAC set to extend AML coverage in 2026, industries like real estate and luxury retail must act now. Waiting until the law forces compliance could mean walking straight into reputational disaster.

For financial institutions and businesses alike, the smarter path is to embrace advanced solutions like Tookitaki’s FinCense, which combine scenario-driven intelligence with adaptive AI.

Because at the end of the day, Ferraris and Bentleys may be glamorous—but when they’re bought with dirty money, they carry a far higher cost.

Ferraris, Ghost Cars, and Dirty Money: Inside Australia’s 2025 Barangaroo Laundering Scandal
Blogs
30 Jul 2025
5 min
read

Cracking Down Under: How Australia Is Fighting Back Against Fraud

Fraud in Australia has moved beyond stolen credit cards, today’s threats are smarter, faster, and often one step ahead.

Australia is facing a new wave of financial fraud—complex scams, cyber-enabled deception, and social engineering techniques that prey on trust. From sophisticated investment frauds to deepfake impersonations, criminals are evolving rapidly. And so must our fraud prevention strategies.

This blog explores how fraud is impacting Australia, what new methods criminals are using, and how financial institutions, businesses, and individuals can stay ahead of the game. Whether you're in compliance, fintech, banking, or just a concerned citizen, fraud prevention is everyone’s business.

The Fraud Landscape in Australia: A Wake-Up Call

In 2024 alone, Australians lost over AUD 2.7 billion to scams, according to data from the Australian Competition and Consumer Commission (ACCC). The Scamwatch program reported an alarming rise in phishing, investment scams, identity theft, and fake billing.

A few alarming trends:

  • Investment scams accounted for over AUD 1.3 billion in losses.
  • Business email compromise (BEC) and invoice fraud targeted SMEs.
  • Romance and remote access scams exploited personal vulnerability.
  • Deepfake scams and AI-generated impersonations are on the rise, particularly targeting executives and finance teams.

The fraud threat has gone digital, cross-border, and real-time. Traditional controls alone are no longer enough.

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Why Fraud Prevention Is a National Priority

Fraud isn't just a financial issue—it’s a matter of public trust. When scams go undetected, victims don’t just lose money—they lose faith in financial institutions, government systems, and digital innovation.

Here’s why fraud prevention is now top of mind in Australia:

  • Real-time payments mean real-time risks: With the rise of the New Payments Platform (NPP), funds can move across banks instantly. This has increased the urgency to detect and prevent fraud in milliseconds—not days.
  • Rise in money mule networks: Criminal groups are exploiting students, gig workers, and the elderly to launder stolen funds.
  • Increased regulatory pressure: AUSTRAC and ASIC are putting more pressure on institutions to identify and report suspicious activities more proactively.

Common Fraud Techniques Seen in Australia

Understanding how fraud works is the first step to preventing it. Here are some of the most commonly observed fraud techniques:

a) Business Email Compromise (BEC)

Fraudsters impersonate vendors, CEOs, or finance officers to divert funds through fake invoices or urgent payment requests. This is especially dangerous for SMEs.

b) Investment Scams

Fake trading platforms, crypto Ponzi schemes, and fraudulent real estate investments have tricked thousands. Often, these scams use fake celebrity endorsements or “guaranteed returns” to lure victims.

c) Romance and Sextortion Scams

These scams manipulate victims emotionally, often over weeks or months, before asking for money. Some even involve blackmail using fake or stolen intimate content.

d) Deepfake Impersonation

Using AI-generated voice or video, scammers are impersonating real people to initiate fund transfers or manipulate staff into giving away sensitive information.

e) Synthetic Identity Fraud

Criminals use a blend of real and fake information to create a new, ‘clean’ identity that can bypass onboarding checks at banks and fintechs.

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Regulatory Push for Smarter Controls

Regulators in Australia are stepping up their efforts:

  • AUSTRAC has introduced updated guidance for transaction monitoring and suspicious matter reporting, pushing institutions to adopt more adaptive, risk-based approaches.
  • ASIC is cracking down on investment scams and calling for platforms to implement stricter identity and payment verification systems.
  • The ACCC’s National Anti-Scam Centre launched a multi-agency initiative to disrupt scam operations through intelligence sharing and faster response times.

But even regulators acknowledge: compliance alone won't stop fraud. Prevention needs smarter tools, better collaboration, and real-time intelligence.

A New Approach: Proactive, AI-Powered Fraud Prevention

The most forward-thinking banks and fintechs in Australia are moving from reactive to proactive fraud prevention. Here's what the shift looks like:

✅ Real-Time Transaction Monitoring

Instead of relying on static rules, modern systems use machine learning to flag suspicious behaviour—like unusual payment patterns, high-risk geographies, or rapid account-to-account transfers.

✅ Behavioural Analytics

Understanding what ‘normal’ looks like for each user helps detect anomalies fast—like a customer suddenly logging in from a new country or making a large transfer outside business hours.

✅ AI Copilots for Investigators

Tools like AI-powered investigation assistants can help analysts triage alerts faster, recommend next steps, and even generate narrative summaries for suspicious activity reports.

✅ Community Intelligence

Fraudsters often reuse tactics across institutions. Platforms like Tookitaki’s AFC Ecosystem allow banks to share anonymised fraud scenarios and red flags—so everyone can learn and defend together.

✅ Federated Learning Models

These models allow banks to collaborate on fraud detection algorithms without sharing customer data—bringing the power of collective intelligence without compromising privacy.

Fraud Prevention Best Practices for Australian Institutions

Whether you're a Tier-1 bank or a growing fintech, these best practices are critical:

  1. Prioritise real-time fraud detection tools that work across payment channels and digital platforms.
  2. Train your teams—fraudsters are exploiting human error more than technical flaws.
  3. Invest in explainable AI to build trust with regulators and internal stakeholders.
  4. Use layered defences: Combine transaction monitoring, device fingerprinting, behavioural analytics, and biometric verification.
  5. Collaborate across the ecosystem—join industry platforms, share intel, and learn from others.

How Tookitaki Supports Fraud Prevention in Australia

Tookitaki is helping Australian institutions stay ahead of fraud by combining advanced AI with collective intelligence. Our FinCense platform offers:

  • End-to-end fraud and AML detection across transactions, customers, and devices.
  • Federated learning that enables risk detection with insights contributed by a global network of financial crime experts.
  • Smart investigation tools to reduce alert fatigue and speed up response times.

The Role of Public Awareness in Prevention

It’s not just institutions—customers play a key role too. Public campaigns like Scamwatch, educational content from banks, and media coverage of fraud trends all contribute to prevention.

Simple actions like verifying sender details, avoiding suspicious links, and reporting scam attempts can go a long way. In the fight against fraud, awareness is the first line of defence.

Conclusion: Staying Ahead in a Smarter Fraud Era

Fraud prevention in Australia can no longer be treated as an afterthought. The threats are too advanced, too fast, and too costly.

With the right mix of technology, collaboration, and education, Australia can stay ahead of financial criminals—and turn the tide in favour of consumers, businesses, and institutions alike.

Whether it’s adopting AI tools, sharing threat insights, or empowering individuals, fraud prevention is no longer optional. It’s the new frontline of trust.

Cracking Down Under: How Australia Is Fighting Back Against Fraud