Author

Surojoy Gupta

Cybersecurity Content Strategist

Surojoy Gupta is a cybersecurity content strategist with 8 years embedded in the cybersecurity industry, specializing in deepfake fraud, social engineering, and AI-driven threats. His work covers APT threat analysis, ransomware, and the evolving tactics attackers use to exploit enterprise trust at the human layer.

Where the content comes from
Built from direct engagement with security and fraud practitioners, not secondary sources.
How we write
Every article describes how an attack or detection actually works. No hype, no filler.
Who this is for
Security leads, fraud investigators, and IT decision-makers who need clear, usable signal.
DF
Deepfake Detection

What Is Deepfake Audio? 10 Detection Methods That Actually Work

A forensic breakdown of the 10 deepfake audio detection methods enterprise fraud teams need in 2026 — what each one catches, where it breaks, and how to layer…

EP
Executive Protection

Executive Cybersecurity Protection Strategies for the Modern Enterprise

Executives are targeted disproportionately by social engineering and deepfake attacks, yet most security stacks were built to defend systems, not people. Here are 8 protection strategies that actually…

DF
Deepfake Detection

Top Strategies to Enhance Enterprise Deepfake Prevention

AI-powered deception has turned social engineering into an assembly line. Here's how enterprise deepfake attacks unfold, why existing security stacks miss them, and what a real prevention program…

DF
Deepfake Detection

10 Best AI Deepfake Detection Tools in 2026

A look at the leading AI deepfake detection tools in 2026, how they compare across voice, video, and image detection, and what to look for when evaluating a…

DF
Deepfake Detection

Famous Deepfake Scams: The 2024 Arup Cyber Attack

How a deepfake video call convinced an Arup employee to wire $25 million to fraudsters in 2024, and what the incident reveals about the gaps in traditional verification…

DF
Deepfake Detection

Deepfake Detection Methods

A breakdown of the six major deepfake detection method families, how each one works, where it breaks down under real attack conditions, and what a resilient detection stack…

SE
Social Engineering

What is social engineering

Social engineering attacks manipulate employees into bypassing security controls entirely. Here's how these attacks work, why they succeed even with strong technical defenses, and how to defend against…

DF
Deepfake Detection

What is a deepfake

A deepfake is AI-generated synthetic media, audio, video, or images, used to impersonate real people. Here's how the technology works and why it's becoming a serious enterprise security…

Deepfake and Synthetic Media
How face swaps, voice clones, and video forgeries are produced, and where detection is actually possible.
Voice and Video Fraud
Real-time impersonation over calls and video, from first contact through to financial escalation.
Social Engineering Arcs
The sequence attackers use to move targets through a decision chain: authority, urgency, isolation, ask.
Defender Playbooks
Detection frameworks, verification workflows, and policy controls mapped to real enterprise threat scenarios.
Live-Call Detection
How AI detection works during a call in real time, including how verdicts are generated and surfaced.
Real Incidents and Case Analysis
Documented attacks broken down by stage, method, and the points where they could have been stopped.
01
We start with practitioners
Our research is grounded in direct conversation with the security and fraud teams who are managing these threats right now, not pulled from press releases or vendor reports.
02
We describe mechanisms, not opinions
Every article is structured around how something works: the attack sequence, the detection surface, the decision point. We let the structure carry the weight, not the adjectives.
03
We review against our own detection research
Before anything publishes, it gets checked against Diopter’s internal research to make sure the technical framing holds up.
Diopter AI
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Get in touch
Want to talk to the team?

If you’re dealing with deepfake fraud, synthetic media threats, or need to understand what your organization is actually exposed to, we’d like to hear from you.