Hive
Hive is a cloud-based AI solution for understanding content, providing developers with pre-trained AI models to address complex content und...
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What is Hive?
Hive is an enterprise AI platform for understanding, searching, and generating content at scale. Its website positions the company around ready-to-go, pre-trained AI models that help organizations avoid building expensive in-house systems, while still supporting custom workflows and higher-throughput enterprise deployments.
The platform covers a broad set of use cases, including content moderation, brand protection, fraud detection, compliance, and generative AI. Hive says its models can analyze text, images, video, and audio, and it highlights capabilities such as NSFW and hate speech detection, CSAM detection, logo and celebrity recognition, media search, OCR, translation, speech-to-text, reverse image search, and multimodal language models.
Hive also offers a self-serve experience through Playgrounds and Explore pages for many models, so teams can test APIs without immediate sales setup. According to the documentation, some models are available without an Enterprise plan, while enterprise-only models and higher throughput require contacting Hive to enable an Enterprise project.
The product is aimed at technology platforms, streaming services, marketplaces, generative AI apps, gaming companies, dating apps, media and advertising teams, and risk or identity management teams. In short, it is for organizations that need automated content intelligence, safety, search, and generation features with API access and UI-based review, export, and task management.
Hive pricing
Pricing model: Free
The website does not publish standard self-serve pricing tiers or public subscription prices. Its documentation says many models can be tried for free in Playgrounds without an Enterprise plan, with default rate limits, while higher throughput and enterprise-only models require contacting Hive to enable an Enterprise project. The site also indicates that API key access and production use are organized around projects, and billing-related account control is available at the Admin/Owner level, but it does not list public free, pro, or usage-based price tables.
Hive pros
- Broad platform for understand, search, and generate use cases
- Pre-trained models reduce in-house ML build time
- Self-serve Playgrounds available for many models
- Supports text, image, video, and audio inputs
- Strong content moderation coverage
- Visual moderation playground for quick testing
- Text moderation playground for quick testing
- Audio moderation demo available
- AI-generated content detection demo available
- Hive VLM playground for multimodal moderation
- Includes brand protection tools
- Logo and logo-location detection
- Celebrity recognition support
- Media search across large datasets
- Fraud detection for AI-generated content and deceptive media
- OCR included for text extraction workflows
- Reverse image search supported
- Generative AI APIs for text, image, and video
- API and UI task submission both supported
- CSV bulk upload supports medium-sized jobs
- Project dashboards include statistics and results viewing
- Exportable task results as CSV
- Higher throughput options for enterprise customers
- Can map callback metadata and task priority in uploads
Hive cons
- Enterprise-only models require contacting sales
- Higher throughput requires an Enterprise project
- Some features are still gated behind account setup
- Audio moderation playground is marked as coming soon
- Bulk CSV upload is limited to media or text task formats
- UI file uploads are better suited to small batches
- Some video formats may not play back in all browsers
- Human-labeling projects do not support some listed formats
- API key access depends on enabled models in the organization
- Moving back to an older API config may require support or sales contact
Frequently asked questions about Hive
What is Hive used for?
Hive is used to understand, search, and generate content with AI. The website highlights use cases such as content moderation, brand protection, fraud detection, compliance, and generative AI across text, image, video, and audio workflows.
Which content types does Hive support?
Hive supports text, image, video, and audio content. The site describes models for visual moderation, text moderation, audio moderation, image generation, video generation, multimodal language models, OCR, and speech-to-text-related workflows.
Can I try Hive before talking to sales?
Yes, many models can be tested in Hive’s Playgrounds without an Enterprise plan. The documentation says users can sign up and try available Playgrounds self-serve at default rate limits.
When do I need an Enterprise project?
You need an Enterprise project for higher throughput and for enterprise-only models. Hive says users can contact the company to enable higher limits or unlock models that are not available in the self-serve experience.
How do I get an API key?
According to the documentation, API keys are tied to the project and model you have enabled in your organization. For V3 APIs, Hive says the Playground’s API tab includes instructions on how to obtain the key.
Does Hive support moderation workflows?
Yes, moderation is one of Hive’s core areas. The website lists visual moderation, text moderation, audio moderation, CSAM detection, and VLM-based moderation as part of its content safety stack.
Does Hive offer search features?
Yes, Hive offers search APIs for visual similarity and large-scale searching across image and video databases. The site also mentions reverse image search, media search, and use cases such as duplicate detection and site-wide text-to-image search.
Can Hive handle data uploads in the UI?
Yes, the documentation says users can submit tasks through the UI as well as the API. It supports direct file uploads for small submissions and CSV uploads for medium-sized batches, and it includes dashboard views for statistics, task details, and exports.
What file formats are supported for uploads?
The documentation lists support for images in gif, jpg, png, and webp; videos in mp4, webm, avi, mkv, wmv, and mov; and audio in flac, mp3, ogg, wav, and m4a. It also notes that some formats may not play back in all browsers and may not work for human labeling projects.
Who is Hive designed for?
Hive is designed for organizations that need AI-powered content operations at scale. The website explicitly calls out technology and digital platforms, advertising and media companies, and risk and identity management teams, along with use cases for online communities, streaming platforms, marketplaces, generative AI apps, gaming companies, and dating apps.