Hive vs Toloka
Relationship
Hive Enterprise Data Annotation and Off-the-shelf Datasets both list data labelling; both also serve buyers who need to train or fine-tune a model; Toloka'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 training and translation.
Ludbee capability tags · every product each company sellsShared product type — Both ship data service and platform.
Ludbee product recordsAligned comparison
Capability overlap
Shared · 3
Not verified for Toloka · 6
Recorded for Hive. Toloka’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Hive · 8
Recorded for Toloka. 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
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.
Toloka
Platform
An independent evaluation platform that ranks frontier LLMs on agentic tool-use tasks using private, non-contaminated benchmarks across industry domains, scored on a pass^5 reliability metric, with the underlying RL Gyms and evaluation datasets available to license.
A self-serve service that lowers per-request inference cost through two tools - fine-tuning LoRA adapters on frozen Qwen3 base models to replace a frontier API on a narrow task, and prompt gisting that compresses long instruction prefixes into learned tokens.
Data service
Toloka's catalogue of ready-made training datasets sold outright — three named at the time of writing (Tau-bench Dataset Extension, University-level Math Reasoning, Multimodal Conversations) — as distinct from the custom data work its Platform sells.
Human-in-the-loop data programs -- demonstrations, annotation and evaluation -- for training robotics and physical AI systems.
A self-serve platform where an AI agent turns a described data goal into a full human-annotation pipeline - RLHF and preference data, data collection, instruction tuning, model evaluation, synthetic-data validation and content-moderation QA - with LLM-based quality checks on the output.
No counterpart
Hive sells these in a stack layer with no product recorded for Toloka yet — nothing on the other side to compare them against.
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.
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.
Toloka sells these in a stack layer with no product recorded for Hive yet — nothing on the other side to compare them against.
AI agent
A hybrid AI-plus-human agent that takes a delegated task - research, data analysis, copywriting, design or development - has AI do the first pass, then routes it to one of 10,000+ vetted experts for verification and multi-layer QA, returning results in 2-24 hours.