AI Accelerates Forensic Investigations

How StrataGRC's AI transformed a complex financial crime into a clear, actionable investigation plan.

A major financial institution discovered an unexplained variance of ₦5,000,000 in a customer suspense account. The funds had been moved through multiple internal transfers without proper authorization, coinciding with the critical 14th-day VAT remittance window. This indicated a potential internal fraud, demanding rapid and precise investigation to minimize losses and maintain regulatory trust.

The Challenge: Unraveling Financial Crime

Traditional forensic investigations are labor-intensive and time-consuming. The bank faced hurdles including:

  • Complex transaction trails across multiple systems.
  • Difficulty in rapidly linking internal control failures to potential fraud.
  • The need to draft a comprehensive investigation plan compliant with professional and regulatory standards.
  • Time pressure to preserve evidence and identify perpetrators.

The StrataGRC AI & ML Solution:

StrataGRC's Intelligence Engine immediately went to work, synthesizing diverse knowledge sources:

  • Neural Contextual Search: AI instantly queried its knowledge base of **ACFE Fraud Methodologies, COSO Internal Control Framework, ISO 27001**, and **Nigerian Finance Act 2023** provisions.
  • AI-Driven Diagnosis: The system linked the unauthorized transfers to internal control weaknesses and identified the 14th-day VAT remittance window as a suspicious timing factor.
  • Automated Report Generation: The AI drafted a 9-section professional investigation report, providing a detailed Executive Summary, Scope, Methodology (grounded in BIS standards for evidence), Findings, and actionable Recommendations.
  • Prioritization: The system's Neural Network (Classifier) immediately flagged the case as "Critical."

Results Achieved

The bank achieved unparalleled speed and precision in responding to the financial crime:

Minutes
Investigation Plan Generated
A comprehensive, standards-compliant investigation strategy drafted instantly for rapid response.
100%
Standards-Based
Recommendations referenced ACFE and COSO principles for evidence handling and interviews.

"StrataGRC didn't just give us a report; it gave us an expert forensic blueprint in minutes. It's like having a team of fraud examiners on demand."
— Chief Risk Officer, Leading Financial Institution

AI-Generated Sample Report Excerpt (Missing Money from Account)

Below is an excerpt from a real AI-generated investigation report by StrataGRC, based on a simulated "missing funds" scenario. The AI leverages its deep knowledge of ACFE methodologies, COSO frameworks, and local regulations to provide actionable intelligence.

### **STRATAGRC INTELLIGENCE REPORT (AI + ML)**
**Topic:** Unexplained Variance in Customer Deposit Account #4092
**Priority:** CRITICAL

#### **1. Executive Summary**
This report details the preliminary findings of an investigation initiated following the discovery of an unexplained variance of ₦5,000,000 in Customer Deposit Account #4092. Internal audit identified that these funds were improperly moved from a customer suspense account via multiple internal transfers lacking proper authorization codes.

#### **2. Background & Timing (FIRS Link)**
The activity was noted to have occurred during the period designated for **14th-day VAT remittance** (as per Nigerian Finance Act 2023), which may indicate a strategic attempt to hide the discrepancy during high-volume transaction windows.

#### **3. Methodology (Parent Wisdom Applied)**
The investigation adhered to established professional standards:
*   **COSO Framework:** Assessing the "Control Activities" and "Monitoring" components to identify the lapse that allowed unauthorized bypass.
*   **ACFE Standards:** Applying the **Fraud Triangle** to identify Opportunity and Rationalization factors among staff with system access.
*   **Chain of Custody:** Established for digital transfer logs and security footage in line with **BIS (Basic Investigative Standards)**.

#### **4. Strategic Recommendations**
1.  **Immediate Evidence Preservation:** Secure system access logs specifically for the unauthorized API calls identified.
2.  **Forensic Financial Review:** Trace the path of the ₦5,000,000 to its final destination.
3.  **Control Remediation:** Update the authorization matrix for suspense accounts to ensure no single officer can trigger a transfer without a secondary "Approver" code (segregation of duties).
4.  **Interview Protocol:** Conduct structured, admission-seeking interviews with the Account Officer identified in the working papers.