Hive vs Labelbox
Relationship
Hive Enterprise Data Annotation and Alignerr both list data labelling; both also serve buyers who need to train or fine-tune a model; Labelbox's scale not recorded.
Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.
3 shared capabilities — Across all their products, both list data labelling, model inference and model training.
Ludbee capability tags · every product each company sellsShared product type — Both ship application, data service and platform.
Ludbee product recordsAligned comparison
Capability overlap
Shared · 3
Not verified for Labelbox · 6
Recorded for Hive. Labelbox’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Hive · 5
Recorded for Labelbox. Hive’s product records say nothing either way — a missing record is not a missing capability.
Products, side by side
Algorithmic pairing — assembled from recorded fields, not hand-checked
Hive
Application
A free Chrome extension that scans an image, video, text or audio file on any web page for the likelihood it is AI-generated and, for images and video, names the generator it predicts was used.
Free web tool where a person uploads a file or submits a media URL and Hive's detection models report whether an image, video or audio clip is AI-generated or a deepfake, with a detailed analysis.
Platform
No-code platform for uploading and labelling datasets, fine-tuning Hive's proprietary or open-source text, image and language models on them, evaluating the results and deploying the custom model for inference.
Data service
Fully managed data collection and annotation service for enterprises, with every task corroborated by several contributors from Hive's labelling workforce and QA'd before delivery.
Labelbox
Application
Annotate is the data labeling product within Labelbox, providing 10+ built-in editors for multimodal chat, LLM evaluation, prompt/response generation, computer vision and NLP, plus customizable labeling and review workflows and team performance monitoring.
Catalog is Labelbox's data curation and search product providing out-of-the-box search across images, text, video, conversations and documents over metadata, vector embeddings and annotations without building your own vector database infrastructure.
Platform
Horizon supplies RL training gyms and evaluations for reasoning, tool use and computer use, using WorldSim to simulate enterprise environments such as GitLab, Jira, CRM, email and chat and to produce calibrated reward and preference signals for post-training.
Data service
Alignerr is Labelbox's expert-network product that routes AI training and evaluation tasks to credentialed contributors across 200+ knowledge domains and 40+ countries and returns structured outputs for RL training, RLHF and evaluation workflows.
Terra is Labelbox's robotics data product delivering video, trajectories and multimodal annotations across pre-training, post-training and evaluation stages, including expert teleoperation with action labels and multiple camera perspectives for embodied foundation models.
No counterpart
Hive sells these in a stack layer with no product recorded for Labelbox yet — nothing on the other side to compare them against.
API service
APIs that classify images, video, audio and text as authentic or AI-generated, flag deepfakes and predict which generative model likely produced the content, billed per use.
Hosted text-to-image API serving SDXL, Flux Schnell and Hive-enhanced variants of them, running every generated image through Hive's visual moderation model before it is returned.
Optical character recognition API that transcribes overlay, scene and document text in 15+ languages plus emojis from images and video, returning words and reading-order text blocks.
Real-time multilingual transcription API that returns each spoken word with a timestamp and confidence score, a fully punctuated transcript and automatic language detection.
Text translation API on Hive's own multilingual model, translating directly between any two supported languages and tuned for short user-generated text such as posts, comments and reviews.
Text-to-video API that produces generated clips across genres, subjects and styles from a written prompt.
Labelbox sells these in a stack layer with no product recorded for Hive yet — nothing on the other side to compare them against.
Agent platform
Labelbox's reinforcement-learning platform for developing, evaluating and deploying enterprise specialist agents, connecting RL environments, evaluation systems and a training loop that fine-tunes models from graded rollout trajectories.
Developer tool
Foundry runs third-party foundation models over data already in Labelbox to pre-label and enrich image, text and document datasets without code, routing the predictions to human review; billed as inference cost per model run plus Labelbox Units.