How AI Content Integrity Works

Plain-English explainers for the technologies behind AI content detection: stylometric analysis, perplexity, watermarking, C2PA provenance, and the limits of detection in 2026.

how ai detectors work

How AI Detectors Work

AI detectors use perplexity, burstiness, and classifier models trained on AI text. Here is how the technology actually works.

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ai watermark

What Is an AI Watermark?

An AI watermark embeds an invisible signal into AI-generated text, images, or audio. Standards, methods, and what works in 2026.

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what is c2pa

What Is C2PA?

C2PA is a cryptographic standard for content provenance. Adobe, Microsoft, BBC, and Sony back it. How it works and what it does not solve.

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stylometric analysis

What Is Stylometric Analysis?

Stylometric analysis identifies authors by their writing patterns. Used for forgery detection, authorship attribution, and AI detection.

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