Tag
#research
Does Google Penalize AI Content? What the Policy Actually Says
"Will Google penalize my AI content?" is one of the most anxious questions in SEO right now, and it's usually asked with the wrong model in mind. People imagine Google running an AI detector over eve…
The AI Detector Landscape in 2026 — Who Detects What, and How Well
The detector market in 2026 looks nothing like the detector market in 2023. Three years ago, "AI detection" meant a single confidence score from a single model. Today it means a fragmented ecosystem…
How AI Image Detectors Actually Work — A 2026 Technical Guide
AI image detectors look magical from the outside — drop an image, get a percentage, ship the verdict. Inside, they are an assembly of brittle statistical signals stacked on top of each other, each ca…
PRNU, FFT & Sensor Noise — The Forensics Behind Image Authenticity
Image forensics is a small, mathematically dense field that quietly underpins everything from courtroom exhibits to AI detection startups. Three pillars do most of the heavy lifting: PRNU (the sensor…