AI Detection
We test GPTZero, Originality.ai, Turnitin AI and our own tool on accuracy, false positive rates and sentence-level detection capabilities.
March 24, 2026
Best AI Detector 2026
AI Detection
How accurate are AI detectors when it comes to ChatGPT output? False positive rates, evolving models and what the technology can and cannot do.
March 24, 2026
ChatGPT Detection Accuracy
AI Detection
A summary of the key academic studies on AI detection reliability, their findings and practical implications for instructors and students.
March 24, 2026
AI Detector Reliability 2026
AI Detection
Research suggests AI detectors may disproportionately flag non-native English speakers. Why this happens and how to appeal a false positive result.
March 24, 2026
AI Detector Bias: International Students
AI Detection
Seven practical methods for identifying AI-written content — from dedicated tools and perplexity analysis to manual detection of telltale language patterns.
March 24, 2026
How to Detect AI-Generated Text
AI Detection
AI humanizer tools promise to make AI text undetectable. We examine how they work, whether they fool modern detectors and the ethical stakes involved.
March 24, 2026
AI Humanizers vs. Detectors
AI Detection
Google SynthID, the C2PA standard and OpenAI's watermarking plans. What these technologies mean for the future of AI detection in academic settings.
March 24, 2026
AI Watermarking & SynthID
AI Detection
Universities now ask “what did the student contribute?” The HITL framework, a 5-step workflow, and the disclosure statement that actually protects you.
April 7, 2026
Human-in-the-Loop Writing Guide
AI Detection
CS departments detect AI-generated code at 85–90% accuracy. The tools they use, the 5 fingerprints LLMs leave in code, and what GitHub Copilot disclosure requires.
April 7, 2026
AI Code Detection Guide
AI Detection
A technical deep-dive into perplexity, burstiness, stylometric fingerprinting and multimodal detection — how modern AI detectors actually identify machine-generated text.
April 7, 2026
Linguistic Fingerprinting Guide