Case File // AI-Based Cybersecurity Attacks

AP Cybersecurity Β· Unit 1, Topic 1.4 Β· Classification: Student Investigator
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FILE REF: AP-CYB-U1-T1.4  |  DATE OPENED: 01/11/2027  |  STATUS: OPEN

Unit 1, Topic 1.4 β€” AI-Based Cybersecurity Attacks

Essential Question: How has artificial intelligence changed both cyberattacks and cyber defense? You are investigating a linked chain of incidents at a fictional logistics company. Work through each case in order, examine the evidence tables, and record your analysis in the response boxes. Your answers autosave to this browser as you type.

Instructor note (flagged for review): The Week 1 / Day 5 lesson plan references an "AI attack scenario handout" and a voice-cloning case study, but no handout or scenario text was provided in the uploaded material. All company names, evidence tables, email headers, OSINT findings, and call transcripts below are invented placeholder content built to match the lesson's stated objectives (AI-assisted phishing, reconnaissance, deepfakes, voice cloning, MFA). Please review and swap in real handout data before classroom use if you have a specific scenario in mind.
Case 2027-1A
Phishing / AI-Generated

The Meridian Ridge Wire Request

A finance-department employee at Meridian Ridge Logistics received an email that appeared to come from the company's CFO, requesting an urgent update to wire-transfer instructions for an active vendor contract. The email was grammatically flawless, referenced real contract details, and even mimicked the CFO's usual sign-off. Investigators later determined the attacker never had direct access to the CFO's account at all.

Email Header & Content Analysis
FieldValueReviewer Status
Display Name"Marcus Whitfield, CFO"
From Addressm.whitfield@meridian-ridgelogistics.net  (real domain is meridianridgelogistics.com)
Reply-Tomwhitfield.cfo@proton-secure-mail.com
Subject Line"RE: Vendor Contract #4471 β€” Urgent Wire Update"
Body ReferenceCites the real vendor name and an approximate dollar figure matching an active contract
Sign-off Style"Best, MW" β€” matches the CFO's known email habits
AttachmentWire_Instructions_Updated.pdf.exe
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Case 2027-1B
Reconnaissance / OSINT

Building the Profile

Before the phishing email was ever sent, investigators found that the attacker had spent roughly three weeks gathering publicly available information about Meridian Ridge Logistics β€” reportedly using a generative AI research assistant to collect and summarize scattered details into a single usable profile.

OSINT Findings Log
SourceInformation GatheredRisk Level
Company LinkedIn pageOrg chart, employee titles, CFO's name and headshot
Q3 earnings press releaseVendor Contract #4471 named publicly with an approximate dollar figure
Employee personal social accountCFO's vacation dates, revealing an out-of-office window
Company careers pageInternal email naming convention pattern (first initial + last name)
Misconfigured public GitHub repoInternal server naming conventions committed by accident
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Case 2027-1C
Deepfake / Media Forensics

The Viral Confession Clip

A local news outlet received a 90-second video clip appearing to show a well-known regional business leader admitting to fraud. The clip was spreading rapidly on social media before anyone could verify whether it was real.

Media Artifact Review
IndicatorDescriptionAssessment
Blinking patternSubject blinks unnaturally infrequently across the full clip
Audio-lip syncSlight mismatch appears during rapid speech segments
Lighting consistencyShadow direction shifts inconsistently with the single stated light source
Background audioNo ambient room tone; audio is unusually "clean" throughout
File metadataEmbedded metadata field shows export from an AI video-generation tool
Source accountPosted by an anonymous account created the same day as the video
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Case 2027-1D
Voice Clone / Social Engineering

Class Activity: The CEO's Voice

Following the phishing and deepfake incidents, Meridian Ridge Logistics' HR director received a phone call that sounded exactly like the company's CEO. The voice was later confirmed to be an AI-generated clone built from audio pulled from the CEO's publicly posted keynote speeches on the company's YouTube channel.

Call Log Transcript
TimeSpeakerStatementFlag
2:14 PM"CEO" (clone)"I need you to process an emergency gift card purchase for a client event today."
2:15 PMHR Director"Should I loop in Finance for approval first?"
2:15 PM"CEO" (clone)"No time β€” I'm about to board a flight. Just handle it directly and keep it confidential for now."
2:16 PMHR Director"Understood, I'll get it done."
2:17 PM"CEO" (clone)"Send the gift card codes to this number once they're purchased. Thank you."
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Case 2027-1E
Debrief / Vocab Check

Exit Ticket Debrief

Close out today's investigation by answering the following in your own words.

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Copy Your Responses

Click "Copy to Clipboard," then paste into an email, doc, or LMS submission box. If clipboard copy doesn't work either, click inside the box below, press Ctrl+A then Ctrl+C to copy everything manually.

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