Hive Moderation

Hive Moderation is a cloud service for screening harmful images, video, text, audio, and live content. It fits platforms that need several specialized models together with policy workflows and human review. Its broad media coverage is the main reason to choose it; metered usage and restrictive default self-serve limits are the main cautions.

Overview

Hive exposes its moderation models through cloud APIs and adds a web dashboard for turning classifications into operational decisions. Teams can define rules and actions, manage spam, process reports and appeals, and route uncertain cases to manual queues. That combination is stronger than a single-purpose filter when user-generated content spans several formats. It is less suitable for a small project evaluating moderation at low volume, because the service has no permanent free plan and the self-serve API defaults to only 100 daily requests for Text Moderation and Visual Moderation.

Key features

Broad media detection

Visual Moderation returns more than 90 subclasses across major Trust and Safety categories in one API response, giving a platform detailed signals rather than a single safe-or-unsafe result. Text Moderation identifies explicit abuse, indirect threats, coded language, and evasive phrasing in about 30 languages. These capabilities suit communities where harmful language changes form, although each model is billed by its own usage unit.

Hive accepts images, video, GIFs, WEBP, audio, and live streams. Its OCR model extracts text from memes, screenshots, GIFs, and other image-based material before moderation, covering risks that image-only analysis could miss. Audio Moderation combines speech-to-text with speech analysis and returns punctuated transcripts, word-level timestamps, confidence scores, and moderation results, useful when reviewers need to understand why an audio item was flagged.

Policy and workflow controls

The Vision Language Model applies prompt-defined policies to images, video, and text through one API. Policies can change without retraining, which is valuable for teams that regularly revise safety rules. The Moderation Dashboard supplies custom rules and actions, spam handling, reports, appeals, and human-review queues, creating a route for escalation instead of leaving every decision to automation.

Safety and operations

Compliance tooling is designed to support Digital Services Act obligations and includes NCMEC integration for CSAM reporting. Hive says its products partner with Thorn and the IWF; its Text Moderation model includes IWF keyword and URL-list results at no extra cost. Cloud API delivery is aimed at enterprise processing with real-time metadata and moderation signals. The status page reports 100% uptime over the past 90 days for the Sync API, Async API, dashboard features, and NCMEC Reporting.

Pricing

Developers

The Developers plan is free, with $50 or more in free credits after a payment method is added. Selected models then use pay-as-you-go billing, with access to more than 10 Hive Models, default rate limits, and AutoML custom-model training. It is the practical starting point for developers who can provide a card and can work within the default quotas, but it is not an unrestricted free tier.

Enterprise

Enterprise uses custom pricing based on organizational usage. It includes all Hive Models and the Moderation Dashboard, the highest rate limits, premium expert support, and multi-region support for high-volume deployments. This is the appropriate tier for established platforms that need capacity and operational assistance; smaller teams may find the commitment disproportionate.

Usage rates

Visual Moderation costs $3.00 / 1000 Requests, Text Moderation $0.50 / 1000 Requests, Audio Moderation $0.03 / Minute, and OCR Moderation (Image) $2.00 / 1000 Requests. The separate meters make mixed-media budgeting important, particularly when a workflow sends the same item through several models.

Platforms

Hive is offered through API, extension, and web interfaces, with cloud deployment. Image and video moderation, custom policies, and human-review workflows are supported.

Who it's for

Choose Hive for a social, community, marketplace, or media platform moderating several content types and needing dashboards, appeals, compliance processes, and reviewer queues in one service. It is also a fit for teams that need prompt-defined policy changes or enterprise-scale deployment. Look elsewhere for a small application that needs a generous free allowance, local hosting, or only one inexpensive moderation endpoint.

Pros and cons

Pros

• Multi-format coverage: images, video, GIFs, WEBP, audio, and live streams are handled across dedicated models.
• Detailed signals: visual analysis provides more than 90 subclasses, while audio returns transcripts, timestamps, confidence scores, and moderation results.
• Operational depth: dashboard workflows cover custom actions, spam, appeals, reports, and human review.
• Safety support: DSA-oriented tools, NCMEC reporting, and IWF results strengthen child-safety operations.

Cons

• No ongoing free plan: Developers requires a payment method to receive free credits.
• Constrained self-serve evaluation: default Text and Visual API limits are 100 requests per day.
• Usage complexity: image, text, audio, and OCR calls use different meters and rates.

Alternatives

AI Content Moderation Software and Social Media Moderation Software are useful category starting points when you want to compare a wider field.

• Tisane API is the better choice when a freemium API, 50,000 monthly Community requests, or self-hosted and desktop platforms matter more than Hive's broader workflow suite.
• WebPurify suits buyers seeking paid image moderation with a free trial and options spanning API, web, mobile, and self-hosted deployment.
• Google Cloud Vision API is worth choosing when a freemium, pay-as-you-go computer-vision API with a 1,000-image free allowance is the priority.
• Amazon Rekognition Content Moderation fits teams that can use its 12-month free tier, including 60 free video-analysis minutes per month.
• PicPurify is an alternative for freemium image or content moderation with a 2,000-unit free plan and paid monthly tiers.
• Sightengine is preferable when a free tier or a $29 monthly Starter plan is more suitable, while its Free plan excludes video and live streams.
• Detoxify is a free, self-hosted open-source library focused on toxic-comment classification.
• LocalMod is a free self-hosted content-moderation API.

Verdict

Hive Moderation is a strong recommendation for platforms that need one provider for multimodal detection, configurable policy enforcement, and human-review operations. Choose it for the breadth of its models and compliance-oriented dashboard; look elsewhere if a free tier, higher trial quotas, or self-hosted deployment is more important than centralized enterprise workflows.