# Example Adaptive Phishing Simulation for the Finance Department

Source: https://keepnetlabs.com/blog/example-adaptive-phishing-simulation-for-the-finance-department
Published: 2025-01-24
Updated: 2026-10-15
Author: Ozan Ucar, Founder and CEO of Keepnet
Category: Adaptive Phishing Simulation

> Finance departments face a high risk, with 19% of professionals handing over sensitive data to vishing attacks, according to Keepnet. Discover how adaptive phishing simulations provide tailored scenarios for the finance team to improve threat detection, leading to stronger security behaviors.

[**Adaptive phishing simulations**](https://keepnetlabs.com/blog/the-role-of-adaptive-phishing-simulations-in-building-a-secure-culture) are critical in today’s cybersecurity landscape, especially when tailored to specific departments. Keepnet provides a unique, **adaptive phishing simulation platform** that customizes scenarios based on user behavior, roles, and risk levels. 

Below is a detailed example of **how an adaptive phishing simulation can be designed for a finance department** to bolster awareness and resilience.

## Phishing Scenario Overview

- **Target Group**: Finance Department Employees
- **Objective**: Test employees' ability to detect invoice fraud and unauthorized payment requests while improving vigilance against phishing threats.
- **Attack Vector**: Email phishing with a spoofed sender and malicious attachment.
- **Difficulty Level**: Moderate (adjustable based on individual performance and risk levels).

## Phishing Campaign Details

### Email Content:

- **Subject Line**: "\[ACTION REQUIRED] Payment Authorization Needed for Invoice #78942"
- **Sender**: "accounts@trustedvendor-finance.com" (spoofed domain)
- **Body**:

“*Dear \[Employee Name*],

*Please find attached the invoice for recent services provided by Trusted Vendor. To avoid late fees, we kindly request that the payment of $47,892.75 be processed by end-of-day today. The details for wire transfer are included in the invoice*.

*If you have any questions, feel free to reach out directly to John Thompson, our Accounts Manager, at john.thompson@trustedvendor-finance.com*.

*Thank you for your prompt attention to this matter*.

*Best regards, \[Spoofed Name*]

*Accounts Receivable Department*

*Trusted Vendor Inc*.”

### Attachments:

- A malicious PDF named **Invoice_78942.pdf** containing a link to a phishing site designed to steal login credentials.

### Phishing Indicators:

1. Slightly misspelled domain name (**trustedvendor-finance.com** vs. **trustedvendor.com**).
2. Urgency in payment request.
3. Unusual payment amount and request for wire transfer details.
4. Suspicious attachment with an unfamiliar naming convention.

## Dynamic Adjustments in Phishing Scenarios

**Keepnet’s adaptive phishing simulation platform** dynamically adjusts the simulation based on employee performance and behavior:

### 1. High-Risk Employees:

- Employees who click on links or open attachments receive immediate, [role-specific training modules](https://keepnetlabs.com/blog/security-awareness-for-finance-roles) on recognizing phishing attempts.
- Follow-up simulations become simpler, focusing on reinforcing basic phishing indicators.

### 2. Engaged Employees:

- Employees who report the [**phishing email**](https://keepnetlabs.com/products/phishing-simulator) successfully are rewarded with [gamification](https://keepnetlabs.com/blog/gamification-security-awareness-training) points, badges, and placement on a leaderboard.
- Their follow-up simulations are more challenging, with advanced [spear-phishing](https://keepnetlabs.com/blog/10-examples-of-spear-phishing-attacks) scenarios tailored to their role and responsibilities.

### 3. Role-Based Adaptation:

- **Scenarios are customized for finance-specific risks**, such as vendor payment fraud, unauthorized wire transfer requests, and impersonation of executives.

## Follow-Up Phishing Simulation Example

**Follow-up phishing simulations** are designed to build on the outcomes of an initial simulation, tailoring the next steps to employee behavior. Employees who fall for the first simulation are targeted with scenarios addressing their specific vulnerabilities, while those who report phishing attempts receive advanced scenarios to reinforce their vigilance. Below are two detailed examples:

### Scenario for Employees Who Fell for the Initial Simulation

#### Email Content:

- **Subject Line**: "\[Urgent] Approval Needed: Updated Vendor Payment Details"
- **Sender**: "ceo@yourcompany-finance.com" (spoofed domain impersonating the CEO).
- **Body**:

*Hi \[Employee Name*],

*We just received updated banking details from Trusted Vendor for their payment. Please ensure that this is processed as soon as possible to avoid any interruptions in service. Their new account details are attached for your reference*.

*Let me know once it’s completed*.

*Thanks, \[Spoofed Name*]

*CEO*

*Your Company*

- **Attachments**: A malicious PDF named **Updated_Banking_Details.pdf** designed to collect login credentials for financial systems.

### Scenario for Employees Who Reported the Initial Simulation

#### Email Content:

- **Subject Line**: "\[FYI] Vendor Payment Inquiry - Follow-Up Required"
- **Sender**: "invoices@trustedvendor-support.com" (spoofed support email address).
- **Body**:

*Hello \[Employee Name*],

*We noticed a delay in processing our invoice #78942. Please confirm if you have received it, as it’s critical for our accounting records. The original invoice and payment details are attached for your convenience*.

*Best regards*,

\[*Spoofed Name*]

*Trusted Vendor Support Team*

- **Attachments**: A malicious Excel file named **Invoice_FollowUp.xlsx** containing macros that execute a phishing attack.

## How Follow-Up Phishing Scenarios Were Designed

Follow-up phishing scenarios are carefully crafted to address individual employee behaviors and organizational risk levels. By leveraging adaptive techniques, these scenarios ensure that training remains relevant, challenging, and impactful. Below is an overview of the key principles behind their design:

### 1. Behavior-Based Adaptation:

- Scenarios dynamically evolve based on employee actions in previous simulations.
- High-risk employees receive simplified simulations to reinforce fundamental skills.
- Vigilant employees are challenged with advanced tactics, such as executive impersonation.

## 2. Risk-Based Progression:

- Employees with decision-making authority are targeted with spear-phishing scenarios that mimic realistic financial fraud attempts.

### 3. Realistic Complexity:

- The use of NIST Phish Scale ensures that simulations grow in difficulty based on the employee’s performance and role.

## Why Keepnet’s Adaptive Phishing Simulation Stands Out

Keepnet’s platform includes unique features that set it apart:

### 1. Comprehensive Attack Methods:

- Covers [**email**](https://keepnetlabs.com/products/phishing-simulator), [**SMS (smishing**)](https://keepnetlabs.com/products/smishing-simulator), [**voice phishing (vishing**)](https://keepnetlabs.com/products/vishing), [**callback phishing**](https://keepnetlabs.com/blog/what-is-callback-phishing-how-can-you-protect-your-business-against-callback-phishing-in-2024), **multi-factor authentication (MFA) phishing**, and [**QR code phishing (Quishing**)](https://keepnetlabs.com/products/quishing-simulator).

### 2. AI-Powered Personalization:

- Uses AI to create and tailor [**phishing scenarios**](https://doc.keepnetlabs.com/next-generation-product/platform/phishing-simulator/manage-phishing-scenarios/phishing-scenarios) for individuals based on their risk profile, behavior, role, and authority level.
- Dynamically selects [**phishing templates**](https://keepnetlabs.com/blog/phishing-simulation-templates) to align with the employee’s vulnerabilities and previous performance.

### 3. Hyper-Personalization:

- [**Scenarios are customized for tone, language, and locale**](https://keepnetlabs.com/blog/what-is-localization-for-security-awareness-training-and-why-it-is-important-for-learning-and-behavior-change), ensuring relevance and realism.

### 4. Gamification for Engagement:

- [Incorporates badges, leaderboards, and rewards](https://keepnetlabs.com/blog/gamification-security-awareness-training) to drive participation and reinforce positive behaviors.

### 5. Real-Time Feedback and Training:

- Employees receive immediate feedback and micro-learning opportunities after falling for a phishing simulation.

### 6. Outcome-Driven Metrics:

- Tracks **phishing reporting rates**, [**risk scores**](https://keepnetlabs.com/blog/what-is-human-risk-score-and-how-does-it-help-prevent-cybersecurity-incidents), [**dwell time**](https://keepnetlabs.com/blog/what-is-phishing-dwell-time-and-quickest-response-time-for-security-awareness-training), [**repeat offenders**](https://keepnetlabs.com/blog/managing-repeat-clickers-in-cybersecurity), and overall behavioral improvements.

## Outcome-Driven Metrics

Measuring the success of follow-up phishing simulations requires tracking [**key metrics that highlight employee performance and behavior**](https://keepnetlabs.com/blog/what-are-the-metrics-for-evaluating-security-awareness-efforts). These metrics provide valuable insights into the effectiveness of training and areas for improvement. Below are the critical outcome-driven metrics to evaluate:

1. **Click Rate**: Percentage of employees who clicked the phishing link or opened the attachment in both the initial and follow-up simulations.
2. **Reporting Rate**: Percentage of employees who correctly identified and reported the phishing attempts.
3. **Time to Report (TTR**): Average time taken to report phishing attempts.
4. **Behavioral Patterns**: Comparison of responses between initial and follow-up simulations and identification of improved vigilance or persistent risky behaviors.
5. **Adaptation Effectiveness**: Measures how employees adapt to increasingly sophisticated phishing attempts.

### Learning Outcomes

Employees should learn to:

1. Scrutinize emails for subtle signs of phishing, especially from senior executives.
2. Verify vendor updates and payment details through secure channels.
3. Recognize the importance of reporting phishing attempts promptly, even if they suspect an email might not be legitimate.

By implementing [**Keepnet’s adaptive phishing simulations**](https://keepnetlabs.com/products/phishing-simulator), organizations can ensure continuous learning, improved vigilance, and a resilient cybersecurity culture within their finance departments and beyond.

***Editor's Note: This article was updated on March 12, 2026***.

## What Better Program Design Looks Like

Example Adaptive Phishing Simulation for the Finance Department works best when the content reflects how people actually make decisions. Strong programs do not try to teach everything at once. They focus on the few behaviors that create the most risk, then reinforce them with current examples, timely reminders, and clear reporting paths.

That is also what makes training easier to defend internally. When a program changes behavior, reduces repeat-risk patterns, or improves reporting quality, leaders can see how awareness supports real business outcomes instead of acting like a standalone compliance activity.

Keepnet teams usually see the biggest gains when training is tied to a reporting path and a follow-up workflow. For most organizations, the common mistake is treating example adaptive phishing simulation for the finance department as content delivery instead of behavior design.

### Program Checklist

- Choose the user decisions that matter most instead of covering every possible topic.
- Use short modules, current examples, and realistic follow-up after incidents or simulations.
- Measure reporting, repeat risk, and remediation behavior, not only completions.
- Give managers and team leads a role in reinforcing the habits you want to build.

## Frequently Asked Questions

### Why does the finance department need its own phishing simulations?

Because finance can move money. Invoice fraud, payment redirection and supplier bank detail changes are aimed at this group specifically, and a generic scenario does not test the approval process.

### What scenarios work for finance simulations?

Supplier invoices with amended bank details, urgent executive payment requests, payment platform notifications, and month end reconciliation messages timed to the busiest period.

### What are the warning signs finance staff should catch?

Any change to bank details, urgency combined with confidentiality, a request that bypasses the normal approval chain, and a reply address that differs slightly from the supplier's usual domain.

### How much is lost to this type of fraud?

Business email compromise losses reached 3.05 billion dollars in 2025 (FBI Internet Crime Complaint Center, 2025 Internet Crime Report), which makes finance the highest value target in most organisations.

### How does adaptive simulation apply to finance?

High risk individuals receive more frequent and harder scenarios, engaged employees who report move to more sophisticated attempts, and the whole set is adapted to the department's real approval workflow.

### What process change should accompany the training?

Verification of any bank detail change through a number already held, and a second approver for payments above a threshold. Training raises suspicion, process makes acting on it routine.