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Insights, updates, and stories from the Sotolis team.

AI DetectionValidDraftNew 9 min read

AI Detector False Positives: Why They Happen and How to Fight Back

AI detectors flag 10–30% of human writing as AI-generated. Learn why polished writing gets falsely flagged, who is most at risk, and what process-based evidence actually defends you.

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Practical GuideValidDraftNew 8 min read

How to Prove You Didn't Use ChatGPT (5 Methods That Actually Work)

Accused of using ChatGPT? Running another AI detector won't help. Here are 5 methods - ranked by strength - that actually establish human authorship when it counts.

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SEO StrategyValidDraft 9 min read

Why Proving Human Authorship Is the New SEO Advantage in 2026

Human-written content is 8x more likely to rank #1 on Google. Learn why proving human authorship with behavioral biometrics gives your content a decisive SEO edge in the age of AI.

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JournalismValidDraft 7 min read

How to Prove Your Writing Is Original: A Journalist's Guide to Content Authenticity in 2026

You spent 14 hours on an investigative piece. Your editor's AI detector flagged it at 68%. Here's why detection fails journalists and how provenance-based verification with behavioral biometrics creates undeniable proof of authorship.

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Human AuthorshipValidDraft 8 min read

How to Prove Your Content Was Written by a Human (Not AI)

AI detectors are unreliable and false positives are common. Here are 5 methods, ordered by reliability, that actually hold up when challenged: behavioral biometrics, keystroke dynamics, process recording, and verifiable certificates.

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More articles coming soon. Stay tuned for insights on technology, innovation, and the future of human-first products.