Hive
- Company typePrivate
- Founded2015
- HeadquartersSan Francisco, United States
- Headcount251–500
- GTM typeB2B
- OfferingSoftware
Hive firmographics
Firmographics- Name
- Hive
- Legal name
- Castle Global, Inc.
- Website
- https://thehive.ai
- Company type
- Private
- Founded year
- 2015
- Operating status
- Operating
- Headcount range
- 251–500 employees
- Ownership category
- akta.pro rank
Hive industry classification
Industry- Product category
- AI Content Moderation Platform
- akta.pro primary industry
- Model Monitoring, Drift & Behavioral Anomaly Detection (HDAAAKAF)
Keywords
Where Hive is headquartered
LocationHeadquarters
- HQ city
- San Francisco
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Hive business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations
Revenue model
- Usage-Based API Consumption: Pay-as-you-go billing priced per 1,000 requests, per minute of audio/video, per image, or per 1M input/output tokens. Customers start with $50+ in free credits after adding a payment method, and pricing scales linearly with inference steps for image generation.
- Enterprise Subscription / Custom Contract: Annual or multi-year enterprise commitments with custom pricing, all Hive models plus the Hive Moderation Dashboard, highest rate limits, premium expert support, and multi-region availability for high-volume deployments.
- AutoML Data & Training Consumption: Consumption revenue from AutoML training (per 1M rows seen, per last-layer, LoRA, or full fine-tuning job) plus recurring monthly storage fees for hosted rows and files billed at 12:01am UTC on the first of each month.
- Contact-Sales / Quote-Based Specialized Services: Quote-based pricing for high-limit variants of moderation and detection APIs, CSAM Detection, image-to-image generation, text-to-speech, video generation, media search, custom index, face-related models, and demographic attributes, plus services like Visual Moderation + GARM, Audio Moderation + GARM, and video processing.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Usage-based | Pay-as-you-go | Developer plan: $50+ free credits, pay-as-you-go, 10+ Hive models, default rate limits, AutoML access |
| Other | Multi-year contract | Enterprise plan: custom pricing, all Hive models + Moderation Dashboard, highest rate limits, premium support, multi-region |
| Usage-based | Pay-as-you-go | Per-model usage rates (examples): Visual Moderation $3.00/1k requests, Text Moderation $0.50/1k, Audio Moderation $0.03/min, OCR (Image) $2.00/1k, OCR (Video) $0.13/min, AI Image+Deepfake Classifier $6.00/1k images, AI Video Detection $6.00/1k video frames, AI Audio Classifier $10.00/audio hour, Logo Recognition (Image) $5.00/1k, Logo & Location (Image) $7.00/1k, Speech-to-Text $0.02/min, Text Translation $10.00/M chars. |
| Usage-based | Pay-as-you-go | Hive Vision Language Model: $0.50 per 1M input tokens, $2.50 per 1M output tokens |
| Usage-based | Pay-as-you-go | Generative image model rates: SDXL $3.00/1k images, SDXL Enhanced $4.00/1k images, Flux Schnell Enhanced and Emoji priced Contact Sales; price scales linearly with inference steps. |
| Usage-based | Pay-as-you-go | AutoML training: Text Classification (Last Layer) $4.00/1M rows seen; Image Classification (Last Layer) $40.00/1M rows seen; data services: Row Add $1.00/1k rows, File Add $0.10/1 GB, Row Storage $1.00/1k rows/month, File Storage $0.10/1 GB/month. |
Go-to-market motion3 records
Distribution channels5 records
Marketing channels8 records
Hive product offering
Product offeringCore offering
Hive is a cloud-based AI platform that provides pre-trained deep learning models and APIs for understanding, searching, and generating visual, text, and audio content. Its offerings include content moderation, AI-generated content/deepfake detection, brand and IP protection, generative AI, child safety (CSAM/CSE) detection, and custom AutoML training, all delivered via REST APIs and a no-code Moderation Dashboard.
Product overview
Hive offers a unified AI platform composed of multiple integrated products spanning content moderation, AI-generated content detection, generative AI, and enterprise solutions. The core platform comprises the API and Moderation Dashboard, which orchestrate individual capability modules including Visual Moderation, Text Moderation, Audio Moderation, and the CSAM Detection API. Generative AI capabilities are offered through Image Generation (with models such as SDXL, SDXL Enhanced, Flux Schnell, Flux Schnell Enhanced, and Emojis), Video Generation, Image-to-Image Generation, and Text-to-Speech. The Hive VLM (Vision Language Model) and its Playground serve as a flagship multimodal offering. Enterprise-tier offerings include Hive Detect for Enterprises (deepfake and AI-generated content detection) and supporting modules such as Logo Recognition, Celebrity Recognition, IP Likeness Detection, Face Detection, OCR, Reverse Image Search, Speech-to-Text, Text Translation, AutoML, Sponsorship Intelligence, Ad Intelligence, and Context-Based Ad Targeting. Data Labeling services are offered as a professional service to support custom model development.
Differentiator
Problem solved
Functional benefit
Brands
- Hive Moderation: Content moderation service offered via hivemoderation.com, providing visual, text, and audio moderation along with a Moderation Dashboard and review tool.
- Hive Detect
Products and services
- Visual Moderation API
- Text Moderation API
- Audio Moderation API
- CSAM Detection API
- CSE Text Classifier API
- AI-Generated Content Detection
- Hive Vision Language Model (VLM)
- Hive Detect for Enterprises
- Hive Moderation Dashboard
- Hive Image Generation
- Hive Video Generation
- Hive Text-to-Speech
- Hive AutoML
- Hive Brand & IP Recognition
- Hive Search (Reverse Image, Media, Custom Index)
- Hive Speech-to-Text & Translation
Quantifiable outcome
- Over 99% accuracy in identifying AI-manipulated videos per Hive Moderation's reported benchmarks
- +5 more outcomes
Companies that use Hive
Customer profileNamed customers2 records
Ideal customer profiles4 records
Hive technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration3 records
AI capability14 records
Feature8 records
Hive partnerships and signals
Strategic signalPartnerships
Four partnerships are on record, tiered flagship, core and minor.
- Thorn (Safer by Thorn)flagshipThorn's Safer CSAM/CSE technology is embedded in Hive's CSAM Detection API and CSE Text Classifier API (covering CSAM, child access, sextortion, self-generated content, CSA discussion, and grooming). Thorn maintains the 57M+ hash database, receives regular NCMEC updates, and IWF members can access IWF hashes. Announced July 8, 2024 (Safer Match go-live) with later expansion in 2025 (CSAM text classification powered by Thorn, April 7, 2026).
- NCMEC (National Center for Missing & Exploited Children)coreNCMEC CyberTipline reporting is integrated directly into Hive's Moderation Dashboard, letting platforms submit required reports for flagged CSAM without leaving the workflow. Hive's AI image and video classifiers were trained in part using data from the NCMEC CyberTipline (served exclusively on Hive's APIs). Announced February 26, 2025.
- Internet Watch Foundation (IWF)coreIWF members can access IWF's image and video hashes of CSAM content through Hive's CSAM Detection API, expanding the platform's coverage of known CSAM beyond Thorn's database. Announced January 23, 2025.
- FanvueminorCreator subscription platform Fanvue uses Hive for AI content moderation on its platform serving 17 million monthly users, alongside a parallel partnership with ElevenLabs for voice cloning. Announced January 18, 2026.
Scale indicators9 records
Recent moves6 records
Expansion highlights6 records
Hive competitors and assessment
Company assessmentDirect peers
- Clarifai: Clarifai provides a computer-vision and multimodal AI platform exposed via API, with visual classifiers, custom model training, and content moderation workflows. It competes with Hive on the developer-first AI-vision stack and on enterprise visual moderation and AutoML use cases.
- ActiveFence: ActiveFence is a trust-and-safety content moderation platform that scans text, image, video, and audio for harmful content using AI classifiers. It directly competes with Hive's visual, text, and audio moderation APIs and serves similar enterprise trust-and-safety buyers across social platforms and marketplaces.
- Reality Defender: Reality Defender is a deepfake and AI-generated content detection platform for images, video, and audio used by enterprises, governments, and media organizations. It is a direct competitor to Hive's AI-Generated Content Detection suite and Hive Detect for Enterprises.
- Resemble AI: Resemble AI provides AI voice synthesis and audio deepfake detection, and topped the Podonos Audio Deepfake Detection benchmark at 98.05% accuracy versus Hive's 83.5%. It directly competes with Hive on enterprise audio moderation and audio deepfake detection.
- Sensity AI: Sensity AI (now part of IDEMIA) provides deepfake detection and AI-generated content identification across image, video, and audio for enterprises and governments. It is a direct competitor to Hive's AI-Generated Content Detection APIs and Hive Detect for Enterprises.
- CloudSight: CloudSight offers a computer-vision API for image captioning, classification, and visual understanding, used in developer-facing product workflows. It competes with Hive on the developer-first vision AI API surface and on enterprise visual classification use cases.
Broad incumbents
- Google Cloud Vision AI: Google Cloud Vision AI provides general-purpose image classification, OCR, object detection, and content moderation as part of the Google Cloud platform. It overlaps with Hive's visual moderation, OCR, object detection, and Logo Recognition APIs, but is positioned as a broad cloud incumbent rather than a safety-specialized vendor.
- Amazon Rekognition: Amazon Rekognition offers image and video analysis including content moderation, facial analysis, celebrity recognition, and text detection within the AWS ecosystem. It is a broad incumbent overlapping with Hive's visual moderation, celebrity recognition, and face detection APIs at scale.
- Microsoft Azure AI Vision: Microsoft Azure AI Vision provides image classification, OCR, spatial analysis, and content moderation as part of the Azure AI services suite. It overlaps with Hive's moderation and vision APIs as a broad hyperscaler incumbent rather than a focused safety vendor.
Others
- Thorn: Thorn is a nonprofit technology organization that builds the Safer CSAM/CSE detection platform and partners with Hive to embed that capability into Hive's CSAM Detection API and CSE Text Classifier API. Thorn is a partner rather than direct competitor, but it is the upstream source of Hive's most differentiated child-safety capability.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights6 records
Customer concentration
Hive social profiles
Digital presenceHive compliance and trust
Trust signalCompliance3 records
Hive financial estimates
Financial estimateRevenue estimate
Valuation estimate
Hive leadership team
Management profileNumber of profiles
Profiles4 records
Hive subsidiaries and ownership
Company hierarchySubsidiaries1 record
Hive funding detail
Funding detailFunding overview
Funding rounds5 records
Investors12 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Hive M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Hive
What does Hive do?
Hive is a cloud-based AI platform that provides pre-trained deep learning models and APIs for understanding, searching, and generating visual, text, and audio content. Its offerings include content moderation, AI-generated content/deepfake detection, brand and IP protection, generative AI, child safety (CSAM/CSE) detection, and custom AutoML training, all delivered via REST APIs and a no-code Moderation Dashboard.
Is Hive a public or private company?
Hive is a private company. It is classified as venture growth investor backed and is currently operating.
When was Hive founded?
Hive was founded in 2015. It employs 251 to 500 people.
Where is Hive based?
Hive is headquartered in San Francisco, United States, in the North America region.
How does Hive make money?
Four revenue lines are on record. Usage-Based API Consumption is the primary driver. The others are enterprise Subscription / Custom Contract, autoML Data & Training Consumption and contact-Sales / Quote-Based Specialized Services.
Who are Hive's main competitors?
Direct peers on record are Clarifai, ActiveFence, Reality Defender, Resemble AI, Sensity AI and CloudSight. Broad incumbents are Google Cloud Vision AI, Amazon Rekognition and Microsoft Azure AI Vision. Thorn is listed as an others.
Does Hive have an API?
Yes. Hive offers a public REST API enabling developers to access its AI models for content moderation, image generation, video generation, text-to-speech, transcription, translation, reverse image search, and other AI capabilities. The API endpoint is https://api.thehive.ai/api/v3/chat/completions and uses Bearer token authentication. The platform also supports serverless deployments and real-time inference for production applications. Code samples are provided in Python and cURL. Developer documentation is at docs.thehive.ai/docs/getting-started.
What industry is Hive in?
Hive's product category is AI Content Moderation Platform. Its primary akta.pro industry code is HDAAAKAF, Model Monitoring, Drift & Behavioral Anomaly Detection.