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Abundant builds reinforcement-learning environments, evaluation benchmarks, and training datasets for AI labs, AI startups, and large enterprises developing and improving AI agents.

What they offerRL environments, Training data, Evals and benchmarks
Type of workCoding, Computer use, Enterprise workflows, Security
Data sourcesPublic / open data
Last checked

Boston company that labels medical and other data through scored contests among human annotators, specialists and AI models, sells model evaluation services, and licenses finished labeled datasets, such as chest X-ray and pathology sets, to AI developers.

What they offerData annotation, Human data, Training data, Evals and benchmarks
Type of workMedical, Science, Multi-domain
Data sourcesBuilt from customer data, Expert or contractor-created, Public / open data
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Claru provides custom and licensed video, robotics demonstrations, and human annotations to AI labs building robotics, embodied AI, and world models.

What they offerTraining data, Human data, Data annotation, Evals and benchmarks
Type of workRobotics and physical, Games, Creative, Multi-domain, Coding, Legal, Medical, Math, Science, Security, Other
Data sourcesLicensed real-world data, Expert or contractor-created, Synthetic / generated, Public / open data
Last checked

Eigent sells an open-source multi-agent desktop workforce for automating enterprise workflows, and builds custom RL environments, benchmarks, and training/evaluation loops for enterprise teams and AI developers.

What they offerRL environments, Evals and benchmarks, Training data
Type of workMulti-domain, Browser, Enterprise workflows
Data sourcesPublic / open data, Synthetic / generated
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Supplies large-scale pretraining and post-training datasets, including code and web, document, and video data, plus verifiable STEM RL environments and custom data sourcing for frontier AI labs.

What they offerTraining data, RL environments
Type of workCoding, Science, Math, Enterprise workflows
Data sourcesPublic / open data
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Pune-based company that offers benchmark licensing and custom model evaluations to AI labs and enterprises, and publishes BFSI-Bench, an Indian financial-regulation benchmark. It also creates, labels and reviews multimodal training data and screens egocentric video for embodied AI.

What they offerEvals and benchmarks, Training data, Data annotation, Human data
Type of workFinance, Robotics and physical, Multi-domain
Data sourcesExpert or contractor-created, Built from customer data, Public / open data
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Patronus AI builds training data and simulated environments to train and improve AI models and agents. Its research studies model failures in alignment, coding, knowledge work, science and computer use, and it publishes benchmarks.

What they offerRL environments, Training data, Simulation
Type of workMulti-domain, Finance, Coding, Enterprise workflows, Computer use, Science
Data sourcesExpert or contractor-created, Public / open data
Last checked

Initial directory snapshot · exported Nov 4, 2026. Original source check dates are retained. Automatic monitoring is not active yet. How we check information