Alternatives to Enhanced Radar

Raiinmaker builds custom, ethically sourced video datasets and delivers real-time human feedback and evaluation for AI video models.

Mercor is a marketplace where vetted domain experts do AI model evaluation and training data work for frontier labs and enterprises, averaging $112/hr.

RL data engine for AI teams building frontier models and enterprise agents

Managed training data and RL environments for AI agents, coding, and AI safety projects.

Freelance platform where experts train AI models and earn weekly pay

Human-recorded datasets that teach AI agents to operate software like people do.

Verifier-grounded training data for frontier AI models, built on formal proofs, simulators, and oracles.

Expert-curated reasoning data that trains frontier models to think like specialists.

Daft is an Apache 2.0 multimodal data engine that turns raw video, images, audio, and sensor data into training-ready datasets in one pipeline.

Zero-shot auto labeling platform that turns raw images into labeled datasets in minutes.

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

Open-source Python library to load, stream, and preprocess AI datasets with Apache Arrow

Expert data development for frontier AI models and agents

Interactive data curation & visualization for unstructured datasets, out of the box.

Curated video datasets and evals for training spatial reasoning in multimodal AI.

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

Enterprise synthetic data platform for privacy-safe analytics and AI data access

Decentralized AI training data marketplace where workers earn crypto for text, audio, video, and code contributions

Open-source dataset labeling and AI evaluation for every data modality

Open-source multimodal lakehouse for AI data curation, feature engineering, search, and training.

Open-source data annotation platform for vision AI teams

Offline, AI-assisted image annotation with SAM2, SAM3 & YOLO-World — one-time purchase, no subscription.

Private-deployment data annotation platform for multimodal AI training.

Bright Data's web data platform for AI training and agentic access

Real-world egocentric video and robot data for embodied AI training.

Auto-generate 100s-1000s of SWE task instances from any GitHub repo in ~10 minutes

Crowdsourced data services for AI training, validation, and labeling at scale.

Collect high-quality human data from verified participants for AI training, evaluation, and research.

Industrial data layer for robotics with high-density action labeling, validated by humans.

Spatial reasoning data and game-engine benchmarks for AI agents.