Alternatives to Hub

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

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

Decentralized training data verified by public consensus

Mercor: Vetted AI experts for model evaluation and training data

Custom, ethically sourced video datasets and real-time human feedback for AI video model training.

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

Managed training data for AI agents and LLMs — agentic skills, coding, AI safety.

Private-deployment data annotation platform for multimodal AI training.

B2B crowdsourcing platform for AI training data and data services from 8M+ verified workers.

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

Physical AI platform that fuses sensor data into real-time intelligence with Newton.

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

Human-recorded computer-use datasets for training AI agents

Expert data development for frontier AI models and agents

Open-source data layer for Physical AI: log, query, transform, visualize, and train multimodal robotics data.

Enterprise dataset management platform for AI training teams

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

Web data platform for AI training and agentic web access

Custom multimodal data infrastructure for perceptual AI training, emphasizing cultural and contextual richness.

AI fashion trend forecasting that predicts consumer demand from visual data

Synthetic data platform for privacy-safe analytics and AI data access

Ambient.ai prevents physical security incidents with agentic computer-vision AI.

Open-source data labeling and AI evaluation for all data modalities

AI-native unified physical security platform for video, access, and response

Freelance platform where experts train AI models remotely and earn weekly pay.

Open-source data annotation platform for vision AI teams

Official Orbbec 3D depth camera SDK for streaming, recording, and processing depth data across platforms.

Deterministic multimodal AI for OCR, speech-to-text, and structured data extraction

Open-source Unreal Engine plugin for synthetic data generation and computer vision research.

Industrial data layer for robotics with VLM-driven high-density action labeling and human-in-the-loop validation.