Does ChatGPT Watermark Its Text? What OpenAI Actually Does
Does ChatGPT watermark text? No hidden watermark exists in its prose as of mid-2026. What OpenAI actually ships, and what that means for detection.
Sep 25, 2026 · 6 min read
Honest, research-backed writing about AI content detection — no fear-mongering, no fake accuracy claims.
Does ChatGPT watermark text? No hidden watermark exists in its prose as of mid-2026. What OpenAI actually ships, and what that means for detection.
Sep 25, 2026 · 6 min read
How AI detectors are trained: paired human and machine corpora, label noise, domain gaps, and why a classifier that was sharp in March slips by September.
Sep 25, 2026 · 9 min read

How we test AI detectors: balanced human and AI sample sets, accuracy measured at a fixed false-positive rate, and why we report confidence, not certainty.
Sep 25, 2026 · 5 min read
A voice clone scam pairs a copied voice with manufactured urgency. Here is how the fraud is built, why familiar voices disarm you, and the checks that stop it.
Sep 25, 2026 · 9 min read
How an AI voice detector works, where cloned speech detection fails on real phone calls, the human tells worth learning, and a safety-first playbook.
Sep 23, 2026 · 6 min read

Fake AI reviews hit records in 2024. How platforms detect fake AI reviews at scale, what buyers can spot themselves, and where text detection helps or fails.
Sep 23, 2026 · 6 min read
Gemini image detection has a catch: SynthID marks the file but only Google can read it. Here is what you can verify yourself, and how far it gets you.
Sep 23, 2026 · 8 min read
Stylometry authorship analysis is 60 years older than ChatGPT. Here is how counting function words settled the Federalist Papers, and what it cannot settle.
Sep 23, 2026 · 8 min read
Can AI detect AI? Yes, detectors are AI classifiers themselves. Inside the recursive arms race, why perfect detection is impossible, and what still works.
Sep 21, 2026 · 6 min read

A three-step workflow to check if an image is AI: reverse image search for origin, provenance metadata for receipts, and an AI detector for the pixels.
Sep 21, 2026 · 6 min read
Flux AI image detection is unreliable on classifiers alone. Here is what changed in the artifacts, why compression hides them, and what to check first.
Sep 21, 2026 · 8 min read
Zero shot AI detection explained without the math: the probability curvature idea behind DetectGPT, why it generalizes, and the four costs it hides.
Sep 21, 2026 · 8 min read