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AI Detection Guides & Research

Deep dives into how AI content detection works — ELA, FFT, C2PA, deepfakes and more.

Deepfake Job Interviews: How to Detect AI-Generated Video Candidates

Deepfake fraud in remote job interviews has surged 1,300% since 2022. This guide explains how it works, what warning signs to look for, and how forensic tools can help verify video authenticity.

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Deepfake Romance Scams: How to Check if You're Talking to a Real Person

Romance scammers increasingly use AI-generated profile photos and deepfake videos to build fake relationships. This guide explains the warning signs and the forensic tools that can help you verify someone's identity online.

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EXIF Metadata and Image Forensics: What Hidden Data Reveals

Every photograph taken with a real camera embeds invisible metadata — camera model, GPS coordinates, timestamp, lens settings. AI-generated images typically have none. Here is how to read EXIF data and what to look for.

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FFT Spectrum Analysis: How Frequency Patterns Reveal AI-Generated Images

Fast Fourier Transform (FFT) analysis detects characteristic frequency signatures that distinguish AI-generated images from real photographs. Here is how it works and what to look for.

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How to Detect Midjourney Images: Forensic Tells and Detection Tools

Midjourney produces some of the most photorealistic AI images available. This guide covers the forensic signatures unique to Midjourney outputs and how to spot them with and without tools.

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How to Read ELA Heatmaps: A Plain-English Guide

Error Level Analysis (ELA) is one of the oldest image forensics tools — yet most explanations are written for academics. This guide shows you what to look for, what the colours mean, and what ELA cannot tell you.

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Midjourney vs DALL-E: How to Tell AI Images Apart by Their Artifacts

Midjourney and DALL-E produce subtly different forensic signatures. Knowing the differences helps you identify not just that an image is AI-generated, but which model likely produced it.

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Privacy-First AI Image Verification: Why Zero-Retention Matters

Most AI detection tools store the images you upload. FakeRadar does not. Here is why zero-retention image analysis matters for journalists, researchers, lawyers and anyone handling sensitive visual content.

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What is C2PA? Content Credentials Explained

C2PA is an open standard that attaches a verifiable provenance record to images, videos and audio — tracking where a file came from and what edits were made. Here is how it works, who supports it, and what it means for detecting AI-generated content.

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Why AI Detection Is Signal-Based — Not a Verdict

AI image detection tools do not produce a binary true/false verdict. They surface forensic signals. Understanding the difference makes you a better analyst — and a more sceptical consumer of detection results.

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