Alternatives to Prodigy Recipes

Raiinmaker builds custom, rights-cleared video datasets and runs real-time human evaluation for generative AI video models.

Mercor is a human intelligence marketplace for AI model evaluation and training data, paying vetted domain experts an average of $109/hr.

Managed training data, RL environments, and safety red-teaming for teams building AI agents, coding models, and LLM/VLM pipelines.

Applied research lab that captures expert reasoning and structures it into SFT, RL rubric, agent, and computer-use training data for frontier models.

Private-deployment data annotation platform for multimodal AI training, from BasicAI.

Cortex AI supplies real-workplace egocentric video and robot trajectory data for training embodied AI models.

Hugging Face Datasets: open-source Python library to load, stream, and preprocess AI datasets for training

Snorkel AI builds expert training data, evals, and runnable environments for frontier models and agents.

Web3 data network paying contributors in crypto for text, audio, video, code, and mapping data that trains AI models.

Open-source platform for data labeling, AI evaluation, and human-in-the-loop workflows across every data modality.

RL environments and expert-labeled data for frontier models and enterprise agents

Open-source, multimodal data annotation platform for image, video, 3D point cloud, and audio labeling—self-hosted, cloud, or fully managed

Offline AI image annotation for YOLO and VOC datasets — local SAM2, SAM3 and YOLO-World, one-time purchase from $49.

Web data platform for AI training and agentic web access — pre-collected datasets, live scraping APIs, and a proxy network under one account.

Open-source framework that turns any GitHub repository into training data for software engineering agents.

GameEngineBench benchmarks and UE5 training data for AI agents that write real game-engine code.

Data, evaluations, and applied research for perceptual AI across audio, video, and emerging modalities.

MIT-licensed Python CLI to export AI coding assistant chat history into one normalized JSONL dataset.

Daft is an open-source multimodal data engine for turning video, images, audio, and sensor data into training-ready datasets.

Velvet sources, verifies, and delivers curated video datasets that help AI labs train interactive and world models with real spatial reasoning.

Spotlight is Renumics' open-source Python library for turning messy unstructured datasets into interactive 2D and 3D similarity maps you can curate in your

Aviation AI training datasets plus real-time runway incursion risk detection for ATC safety teams.

Open-source Python framework for generating grounded synthetic datasets from real sandboxed tool execution traces.

Enterprise dataset management platform for AI training teams

Hub collects real-world multimodal data for embodied AI — egocentric video, teleoperation, hand tracking and tactile — with custom collection delivered in

Generate privacy-safe synthetic data with MOSTLY AI's Apache v2 SDK and TabularARGN engine.

Open-source multimodal lakehouse that keeps curation, feature engineering, hybrid search, and training on one Lance table.

Outlier AI pays subject-matter experts to train AI models remotely on flexible, project-based work with weekly pay.

Human-recorded computer-use datasets that teach AI agents to operate real software the way people do.

Sahara AI is a blockchain-backed platform for building, deploying, and monetizing autonomous AI agents across trading, enterprise automation, and data services.