AIA Times Magazine

In early 2024, a finance employee at Arup, one of the world's largest engineering firms, joined a video conference call with his CFO and several senior colleagues. They discussed a confidential transaction. They looked real. They sounded real. They were not. Every person on that call was an AI-generated deepfake. By the time the fraud was discovered, the employee had wired $25 million to accounts controlled by fraudsters.

Case OverviewWhen Authority Became the Weapon, and Trust Became the Vulnerability. In three Delhi-based companies, within a span of fourteen days, finance employees received urgent messages from what appeared to be their respective CEOs. The instructions were clear, confidential, and time-sensitive. The employees complied. A total of over ₹7 crore left corporate accounts before anyone realised the CEOs had never sent those messages.

Behavioural Pattern = When People Change, Numbers Follow. Behavioural patterns are the human signals that precede financial irregularities. Most auditors are trained to find fraud in spreadsheets. But experienced investigators will tell you something different - fraud almost always shows up in behaviour before it shows up in data. Transaction pattern = The Story That Numbers Tell When You Stop Reading Them One at a Time.

Pradip Bhale, CFE,Pradip Bhale, CFE, is a Law Enforcement Officer with over two decades of experience in investigations and financial crime. He served as Dy SP in Mumbai, Maharashtra. He brings a rare combination of ground-level investigative instinct and certified forensic audit expertise to every case he encounters.