Hive

Hive

Hive delivers cloud APIs that let teams understand, search, and generate text, image, video, and audio content at scale. Developers call models for visual and text moderation, AI-generated media detection, logo recognition, translation, and generative outputs through endpoints such as api.thehive.ai. Hive serves billions of API requests monthly for platform integrity, brand protection, and sponsorship measurement across social, streaming, and marketplace products.

Point solutions usually split moderation, deepfake checks, and generative tooling across separate vendors. Hive bundles trust and safety classifiers, a Hive Vision Language Model, CSAM detection with Thorn, and SDXL or Flux image generation behind one usage-based billing surface. That matters when generative apps need to scan uploads, outputs, and training sets without stitching five different REST contracts together.

Trust and safety engineers can flag NSFW, hate, and violence in multimodal posts, while generative AI builders moderate prompts and exports before they reach users. Media and sports teams use logo and celebrity recognition for sponsorship analytics, and enterprise buyers get custom rate limits plus a moderation dashboard for human review queues.

Top Features:
  1. Developer tier includes $50 or more in free credits after adding a payment method

  2. Visual moderation priced at $3 per 1,000 image requests with a 100 requests per day free tier limit

  3. Hive Vision Language Model bills $0.50 per 1M input tokens and $2.50 per 1M output tokens

  4. AI image and deepfake classifier available at $6 per 1,000 image requests on pay-as-you-go rates

  5. AutoML custom training supports text and image classification with inference from $0.50 per 1,000 requests

  6. Enterprise plans add the Hive Moderation Dashboard, premium support, and multi-region deployment options

Pros:
  1. Single API surface covers moderation, detection, search, translation, and generation.

  2. Usage-based pricing with starter credits suits experimentation before enterprise contracts.

  3. Hive Vision Language Model consolidates multimodal moderation into one endpoint.

  4. AutoML supports custom text and image classifiers with managed inference.

  5. Billions of monthly API requests back enterprise-scale reliability claims.

Cons:
  1. Default Developer rate limits cap some models at 100 requests per day.

  2. Video moderation requires contacting Hive to enable frame sampling workflows.

  3. Enterprise dashboard and highest limits need a sales conversation.

  4. Pricing table spans dozens of models, which takes time to estimate total cost.

FAQs:

What does Hive AI do?

Hive provides cloud APIs to understand, search, and generate content across text, image, video, and audio. Hive models cover moderation, AI-generated media detection, translation, search, and generative outputs for platforms that need content creation and safety at scale.

How much does Hive cost?

Hive uses usage-based pricing on thehive.ai. The Developer plan grants $50 or more in free credits after you add a payment method, then charges per request such as $3 per 1,000 visual moderation calls. Enterprise pricing is custom through Hive sales.

Does Hive offer free credits?

Hive gives Developer accounts $50 or more in free credits once a payment method is added on thehive.ai. Selected models stay available on pay-as-you-go rates with default rate limits until you scale into higher tiers or an Enterprise contract.

What moderation models does Hive provide?

Hive ships visual, text, audio, OCR, and CSAM detection models plus a Hive Vision Language Model for multimodal review. Hive moderation APIs flag NSFW, hate speech, violence, and other policy classes across uploaded and generated media.

Can Hive detect AI-generated images?

Hive offers AI image, video, and audio classifiers to spot synthetic media and deepfakes. On thehive.ai pricing, AI image and deepfake classification starts at $6 per 1,000 image requests on the default Developer limits.

Does Hive support generative content APIs?

Hive exposes text-to-image models including SDXL and Flux Schnell, plus text-to-video and text-to-speech endpoints. Image generation on Hive lists SDXL output at $3 per 1,000 images with default inference step assumptions on the pricing page.

Who uses Hive?

Hive targets online communities, streaming platforms, marketplaces, and generative AI applications that need moderation and creation APIs. Hive states that hundreds of large technology, media, and advertising organizations rely on its models for platform integrity workloads.

Pricing:

Freemium

Tags:

Content Moderation
Vision Language Model
Deepfake Detection
Logo Recognition
AutoML Training
CSAM Detection
Usage-Based API
Content Generation

Tech used:

Next.js
Angular
Google Analytics
Google Tag Manager
Python
Ruby
Webpack
Tailwind CSS

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