AI Detector

Make AI text read
naturally for Hive Moderation.

Hive Moderation offers AI-content detection, including an AI-generated text classifier that platforms and businesses use to flag machine-written content at scale. Here's how that kind of detector generally works, its false-positive record, and the honest version of what a humanizer can and can't do.

How Hive Moderation works

Hive's exact internals aren't fully public, but text classifiers like this generally score how predictable a passage's word choices and sentence rhythm are — low "perplexity" and low "burstiness" tend to read as machine-written. The tool typically returns a probability or confidence score rather than a hard yes/no. Like all such models, it is retrained over time, so the same text can score differently from one month to the next.

False positives

Statistical detectors mislabel human writing as AI, especially clean, formulaic, or carefully edited prose. Independent research (Stanford, 2023) found AI detectors disproportionately flag non-native English writers. Treat any single Hive score as a signal, not a verdict — a high score is not proof that text was machine-generated.

Where we stand We measure every rewrite against Sapling's AI detector and show you the score. We do not claim to pass Hive Moderation or any specific detector — their models change and no humanizer can guarantee passage. What Humanizer does is rewrite the rhythm, word choice, and structure detectors key on, and let you match your own voice with "Sound like me."

What a rewrite actually looks like

Here's the same paragraph before and after Humanizer — the structure, rhythm, and word choice change, not just a few swapped synonyms. The percentage is Sapling's AI-likelihood estimate, shown on every rewrite. It's a signal, not a guarantee against Hive Moderation.

Before/after on a sample paragraph. Scores are Sapling estimates and will vary by text — Humanizer never promises a clean pass on any detector.
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Humanized — Casual

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Free tool runs Claude Haiku, one pass. Pro (app & web) uses the stronger model with a detector-guided retry loop, longer text, and unlimited rewrites.

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Try the rewriter right here, no signup. Get the native Mac & iPhone app for unlimited rewrites, longer text, and the stronger model.

FAQ

Hive Moderation questions, answered.

Hive's AI text classifier is designed to flag machine-generated writing, including ChatGPT output, by scoring how predictable the text is. Its accuracy varies and statistical detectors produce false positives, so treat the score as a signal rather than proof.