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Hive Moderation

What ChatGPT, Claude, Gemini & Grok actually say · September 2026

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The verdict

Hive Moderation appears in 1 AI-ranked category — best position #1 for automated video moderation apis for user-generated content platforms.

Claude #1Gemini #1Grok #1

The category benchmark for video UGC — dense frame-level sampling plus audio/speech and on-screen-text models across a granular taxonomy (NSFW, violence, gore, drugs, hate symbols, self-harm), tuned on massive human-labeled UGC and battle-tested at platforms like Reddit; strong precision/recall out of the box with confidence scores that map cleanly to review queues. Assumes you want turnkey accuracy over building your own pipeline.

Gemini The recognized gold standard for UGC video moderation, providing pre-trained, highly specialized models across synchronized visual frames, OCR text, and acoustic/speech audio; leads the industry in granular Trust & Safety taxonomies (hate symbols, violence, self-harm, deepfakes).

Grok Best real-world accuracy and lowest false-positive rate on messy UGC visuals, with multimodal video (sampled frames + timestamps), audio, livestream, text, AIGC/deepfake, and 50+ policy categories plus Thorn CSAM path; assumption is a typical UGC platform where a wrong takedown or a miss costs more than API spend

Where Hive Moderation falls short, per the models

  • Claude Commercial-only and priced per-unit, so high-volume streaming can get expensive; you're locked into their taxonomy and hosted infra with no self-host option.
  • Gemini Prohibitive enterprise contract structures and opaque pricing make it poorly suited for indie developers or early-stage startups needing a frictionless, transparent self-serve model.
  • Grok Premium/enterprise pricing and sales-gated high-volume video (billed per extracted frame), so it is not for early-stage or low-risk apps that only need a cheap first-pass NSFW filter

Poll history — #1 in all 2 polls since Sep 7

#1#1

Top alternatives per the models: Sightengine · Amazon Rekognition · Azure AI Content Safety · Google Cloud Video Intelligence

Watch Hive Moderation

Boards re-poll weekly and the models change their minds. One short email only when Hive Moderation's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.

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Hive Moderation ranks #1 for best automated video moderation apis for user-generated content platforms by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.

Hive Moderation — ranked #1 for Best automated video moderation APIs for user-generated content platforms by AI models on ModelsAgree
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Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology