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Artem Lyashanov: How artificial intelligence changes the rules of the game in banking compliance

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Can a modern bank survive in the conditions of regulatory pressure, endless lists of PBC and threats of financial criminals, relying only on manual labor?

In 2026, the answer is obvious: no. While the industry faces the outflow of young talent and the complexity of legislation, artificial intelligence (AI) is becoming the lifeline that not only automates reports, but also fundamentally changes approaches to security and transparency.

Artem Lyashanov, an expert in the field of fintech innovations, emphasizes that the transition to AI compliance is a necessity for maintaining competitiveness. In this article, we will consider how algorithms help in fraud detection, document management and risk forecasting, and we will also understand real cases of world banks.

Detection of fraud and monitoring of transactions

Outdated methods often create a huge amount of noise, due to which real threats remain unnoticed among thousands of false positives. This not only overloads security departments, but also annoys honest customers whose accounts are blocked unnecessarily.

AI offers a fundamentally different approach, for example, instead of static lists, it uses machine learning to analyze huge arrays of data in real time. This allows not only to catch fraudsters faster, but also to significantly reduce the number of errors, making life easier for honest users.

Banks get the opportunity to see anomalies where the human eye or old software cannot see anything.

Key advantages of implementation:

  • Algorithms are constantly being improved, learning new tactics of cybercriminals without the need to manually update the rules;
  • AI more accurately distinguishes atypical customer behavior from real theft of funds;
  • Transaction processing and issuing a verdict on its security take place in milliseconds.

HSBC uses AI to monitor credit card transactions, which allows it to block suspicious activity before it causes significant damage. Standard Chartered has implemented an anti-money laundering (AML) system that analyzes communications between senders and receivers around the world.

Automation of PBC documentation and lists

One of the most difficult stages of the audit is the preparation of PBC (Prepared By Client) lists – documents that the client must provide for verification.

Previously, this process required hundreds of hours of searching for papers, correspondence and endless reconciliations, which demotivated employees and lengthened the period of inspections. The human factor with such a volume of work inevitably led to errors.

Instead of flipping through hundreds of pages, a specialist can simply request the necessary figures or contract terms from the system. This allows the team to focus on validating data and making strategic decisions.

New generation instruments:

  • DocuMine allows you to upload arrays of documents and instantly receive answers to compliance questions with links to specific paragraphs;
  • UpLink automates PBC requests, centralizing the process of collection and preliminary verification of documents;
  • Intelligent reporting – automatic generation of text reports based on analyzed data.

After the implementation of such systems, banks note a radical reduction in preparation time for inspections. Freed resources are directed to a deep analysis of risks, which significantly increases the quality of the audit.

Risk forecasting

Thanks to predictive analytics, banks no longer just record the facts of violations, but try to predict their probability on the basis of indirect signs.

Analyzing market reports and even social networks, AI helps to form a clear picture of potential threats and future regulatory changes.

In addition, routine employee requests are now processed by intelligent chatbots, which significantly speeds up internal processes. They help to quickly understand complex procedures, fill out forms correctly, or get clarifications on new laws such as GDPR.

Development directions:

  • Virtual assistants advising staff on regulatory issues 24/7;
  • Modeling scenarios of legislative changes and their influence on the bank’s business processes;
  • Constant monitoring of systems for compliance with security standards without waiting for scheduled inspections.

“Banks using predictive models are the first to adapt to the new rules of the game, avoiding huge fines and reputational losses. AI becomes the foundation of trust between the financial institution, the regulator and the client.”

Artem Lyashanov

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