Compare & Evaluate
Side by side comparisons and evaluation guides for deepfake detection and AI social engineering tools. Sourced from vendor documentation, checked on the date shown, and written for security and finance teams running a real procurement.
Browse:AllDeepfake DetectionSocial EngineeringCompare & EvaluateDefense & DetectionImpersonationVoice & Call AttacksWire & Payment Fraud
C&Compare & EvaluateDiopter AI vs Resemble AI: Scoring the Arc, Not Just the FrameResemble AI classifies the media. Diopter AI scores the live conversation too.By Surojoy Gupta · Sep 7, 2026 · 12 min readRead →C&Compare & EvaluateHow to Evaluate Deepfake Detection Tools: A Buyer’s ChecklistVendor accuracy scores tell you little about production performance. Eleven criteria for evaluating deepfake detection tools, and what to test for each one before you sign.By Surojoy Gupta · Aug 7, 2026 · 15 min readRead →C&Compare & EvaluateBest AI Deepfake Audio Detection Tools of 2026The ten strongest AI deepfake audio detection tools of 2026, sorted by the job each one is actually built for.By Surojoy Gupta · Jul 29, 2026 · 12 min readRead →C&Compare & Evaluate10 Best Deepfake Detection Software Tools in 2026A 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 solution.By Surojoy Gupta · Jun 25, 2026 · 21 min readRead →IMImpersonationSynthetic Identity Fraud: Detection and PreventionSynthetic identity fraud blends real and fabricated details into an identity that passes traditional checks. How it unfolds, the signals that reveal it, and how to prevent it.By Surojoy Gupta · Sep 4, 2026 · 9 min readRead →DFDeepfake DetectionDeepfake Detection for Video Conferencing: Zoom, Teams, Meet, and WebexHow deepfake attacks run on Zoom, Teams, Meet and Webex, why single-frame checks miss them, and what continuous detection during a live call actually looks at.By Surojoy Gupta · Sep 3, 2026 · 8 min readRead →DFDeepfake DetectionDeepfake Video Detection Explained: How to Spot Them and How to Stay SafeHow deepfake video detection actually works in 2026: the seven method families, what each one catches, where each one breaks, and how to layer them so a face on a call cannot approve a payment on its own.By Surojoy Gupta · Aug 31, 2026 · 16 min readRead →SESocial EngineeringAI Social Engineering: How Is AI Changing the Social Engineering Attack LandscapeAI social engineering uses AI to make impersonation attacks more convincing and far harder to spot. Here's how the attacks work, why they succeed, and what actually detects them.By Surojoy Gupta · Aug 25, 2026 · 8 min readRead →IMImpersonationHelp Desk Scam: Types, Examples & Prevention TipsHelp desk scams turn IT support into an entry point, using impersonation to reset credentials and bypass MFA. Here's how the attack runs and how to shut it down.By Surojoy Gupta · Aug 20, 2026 · 9 min readRead →W&Wire & Payment FraudInvoice Fraud: Types, Examples & Detection GuideInvoice fraud uses fake invoices, vendor impersonation, and BEC to trigger wrong payments. The main types, a real case, warning signs, and how to prevent it.By Surojoy Gupta · Aug 13, 2026 · 8 min readRead →W&Wire & Payment FraudVendor Fraud: Meaning, Examples & PreventionVendor fraud diverts company funds through fake invoices, impersonation, and altered bank details. The main types, two real cases, and the controls that stop it.By Surojoy Gupta · Aug 12, 2026 · 8 min readRead →W&Wire & Payment FraudHow to Prevent BEC AttacksBEC attacks exploit trust rather than systems. Eight practical strategies to verify requests, harden email authentication, and catch AI-driven voice and video impersonation.By Surojoy Gupta · Aug 6, 2026 · 6 min readRead →D&Defense & DetectionAgentic AI Fraud: The New Attack Surface Nobody’s Talking About YetAI agents can plan, decide and act with little human input. That autonomy is also a new attack surface. How agentic AI fraud works, what the first AI-run cyberattack looked like, and how to verify who you are d…By Surojoy Gupta · Aug 4, 2026 · 7 min readRead →DFDeepfake DetectionDeepfake Job Interviews: Inside the Rise of AI-Generated Fake CandidatesAround 17% of hiring managers have interviewed a candidate using deepfake technology. How AI-generated fake candidates get through hiring, and how to verify who you are really interviewing.By Surojoy Gupta · Aug 3, 2026 · 8 min readRead →D&Defense & Detection6 Detection Methods That Catch AI Social Engineering AttacksThe six detection methods that catch AI social engineering across email, voice, video, and identity, the signals each one reads, and where each one fails.By Surojoy Gupta · Jul 27, 2026 · 12 min readRead →DFDeepfake DetectionWhat Is Deepfake Audio? 10 Detection Methods That Actually WorkA 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 them.By Surojoy Gupta · Jul 20, 2026 · 12 min readRead →DFDeepfake DetectionAI Fraud Detection: How It Works for Financial ServicesAI fraud detection combines machine learning and behavioral analytics to spot suspicious activity in real time, but traditional systems miss scams built on trust. See how AI detects financial fraud and how Diop…By Surojoy Gupta · Jul 15, 2026 · 6 min readRead →V&Voice & Call AttacksCaller ID Spoofing: How Fraudsters Impersonate BanksCaller ID spoofing lets fraudsters display legitimate bank numbers and pair them with AI-generated voices to sound convincing. Here's how bank impersonation calls work, how to spot the warning signs, and how AI…By Surojoy Gupta · Jul 14, 2026 · 6 min readRead →D&Defense & Detection8 Best AI Social Engineering Defense Tools in 2026In 2026, defending against AI-driven social engineering takes more than a secure email gateway. Here's how eight enterprise tools compare across email, voice, video, and identity verification, and where each ea…By Surojoy Gupta · Jul 13, 2026 · 12 min readRead →IMImpersonationExecutive Cybersecurity Protection Strategies for the Modern EnterpriseExecutives 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 hold.By Surojoy Gupta · Jul 10, 2026 · 18 min readRead →W&Wire & Payment FraudReal Estate Wire Fraud: How Closing Scams WorkReal estate wire fraud targets buyers and sellers during property closings, using impersonation to redirect closing funds to fraudulent accounts. Here's how closing scams work and how to protect yourself.By Surojoy Gupta · Jul 3, 2026 · 6 min readRead →W&Wire & Payment FraudBusiness Email Compromise (BEC): Complete GuideBusiness email compromise (BEC) is one of the most financially damaging cyberattacks organizations face today. Here's how BEC scams work, real-world case studies, and how to protect your organization.By Surojoy Gupta · Jun 30, 2026 · 15 min readRead →DFDeepfake DetectionTop Strategies to Enhance Enterprise Deepfake PreventionAI-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 requires.By Surojoy Gupta · Jun 30, 2026 · 20 min readRead →W&Wire & Payment FraudWhat is Wire Fraud: How It Works & PreventionWire fraud is a type of financial fraud that uses electronic transfers to steal money by impersonating a trusted party. Here's how it works and how organizations can protect themselves.By Surojoy Gupta · Jun 25, 2026 · 14 min readRead →IMImpersonationFamous Deepfake Scams: The 2024 Arup Cyber AttackHow 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 controls.By Surojoy Gupta · Jun 22, 2026 · 26 min readRead →DFDeepfake DetectionDeepfake Detection MethodsA 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 actually needs.By Surojoy Gupta · Jun 16, 2026 · 16 min readRead →SESocial EngineeringWhat is social engineeringSocial 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 them.By Surojoy Gupta · Jun 2, 2026 · 18 min readRead →DFDeepfake DetectionWhat is a deepfakeA 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 threat.By Surojoy Gupta · May 27, 2026 · 12 min readRead →