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Research & Data on AI Detection

Plain-language research, testing methodology, and data on AI-text detection and humanization: how it works, what the evidence says, and where the trade-offs are.

Can humanizers actually beat AI detectors?

A plain-language look at how AI humanizers work, why detection is probabilistic, and what the evidence says about whether "undetectable" is a real guarantee or marketing. Includes how we test and what the trade-offs are.

Jun 20, 2026 detectionmethodologyevasionstylometrybenchmarksresearch