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
AfterQuery sells expert-created and synthetic training datasets, reinforcement-learning environments, and custom evaluations to AI labs and enterprises developing foundation models and agents.
What they offerRL environments, Training data, Evals and benchmarks, Human data
Type of workMulti-domain, Coding, Computer use, Browser, Finance, Legal, Medical
Data sourcesExpert or contractor-created, Synthetic / generated
Alice, formerly ActiveFence, sells AI safety and security training datasets, agentic RL environments, and expert-led red teaming and evaluations to foundation model labs; it also sells WonderSuite guardrail software to enterprises and content moderation to online platforms.
What they offerTraining data, RL environments, Evals and benchmarks, Human data
Type of workSecurity, Computer use, Browser, Coding, Enterprise workflows
Data sourcesExpert or contractor-created, Synthetic / generated, Product replica or partner app
Andon Labs sells custom evaluations and benchmarks to AI labs and developers, testing AI agents in simulations and real-world deployments across business operations, spatial reasoning, computer use, and robotics.
What they offerEvals and benchmarks, Simulation
Type of workMulti-domain, Computer use, Robotics and physical
Aviro sells reinforcement-learning environments, post-training datasets, and evaluations for AI labs and teams building long-running agents, with tasks spanning coding, computer use, and enterprise knowledge work.
What they offerRL environments, Training data, Evals and benchmarks
Type of workCoding, Computer use, Enterprise workflows, Science
Chakra Labs builds expert-authored tasks, graders and computer-use environments for training and evaluating AI models. Its off-the-shelf and bespoke task sets cover finance, legal work, responsible AI and computer use.
What they offerRL environments, Training data, Evals and benchmarks
Type of workComputer use, Enterprise workflows, Finance, Legal, Security
Data sourcesProduct replica or partner app, Expert or contractor-created
Consequence Labs creates custom human-generated training and evaluation datasets, including workflow demonstrations, speech data, expert judgments and annotations. It recruits contributors, manages collection and review, and delivers structured data with provenance and quality documentation.
What they offerHuman data, Training data, Evals and benchmarks, Data annotation
Type of workEnterprise workflows, Computer use, Robotics and physical
Data sourcesExpert or contractor-created, Built from customer data
Cua sells cloud and self-hosted desktop sandboxes, computer-use runtimes, RL environments and benchmarks, and trajectory data to AI developers building, training, and evaluating agents that operate computers.
What they offerRL environments, Evals and benchmarks, RL infrastructure
Datoric licenses robotics and physical-AI training data (egocentric video, manipulation and teleoperation recordings), runs custom collections to a buyer's specification, and also offers computer-use, voice and gameplay datasets.
What they offerTraining data, Human data
Type of workComputer use, Browser, Enterprise workflows, Robotics and physical, Games, Multi-domain, Other
Deccan AI sells AI labs and developers expert-created post-training datasets, human feedback, reinforcement-learning environments and evaluations; it also offers enterprises monitoring and AI-enabled operations tools.
What they offerRL environments, Training data, Evals and benchmarks, Human data
Type of workMulti-domain, Coding, Enterprise workflows, Computer use, Browser
Halluminate sells finance-focused computer-use and tool-use RL environments, simulated business applications, training data, and agent benchmarks to frontier AI labs and enterprise AI teams.
What they offerRL environments, Training data, Evals and benchmarks
Type of workComputer use, Browser, Enterprise workflows, Finance
HUD sells an SDK and cloud platform for building, running and grading reinforcement-learning environments, turning agent runs into evaluation results and training data. Through its DataVendor marketplace, organizations license private data such as codebases, tasksets and environments to invited AI buyers.
What they offerRL environments, Training data, Evals and benchmarks, RL infrastructure
Huzzle Labs sells reinforcement-learning environments, expert-produced training data, evaluations, and custom-trained models to AI labs and enterprises seeking agents that can handle real software and business workflows.
What they offerRL environments, Human data, Evals and benchmarks, Training data, Data annotation
Type of workCoding, Computer use, Enterprise workflows
Innodata provides AI developers and enterprises with training data, human feedback, annotation, reinforcement-learning environments, model evaluations, and red-teaming services for building and improving AI models and agents.
What they offerRL environments, Human data, Training data, Evals and benchmarks, Data annotation
Type of workCoding, Computer use, Browser, Enterprise workflows, Finance, Legal, Medical, Science, Math, Security, Robotics and physical, Multi-domain
Data sourcesBuilt from customer data, Expert or contractor-created, Synthetic / generated
Labelbox sells simulated reinforcement-learning environments, expert-generated preference and training data, and evaluation services to frontier AI labs; it also offers enterprise teams software for running agents on real company workflows.
What they offerRL environments, Human data, Evals and benchmarks, Training data, Data annotation, RL infrastructure
Type of workMulti-domain, Coding, Computer use, Security, Enterprise workflows, Science, Robotics and physical, Finance, Legal
Luel licenses ready-made multimodal datasets and organizes custom collection campaigns for AI labs and developers, using paid contributors to supply rights-cleared audio, video, speech, sensor, and computer-use data.
What they offerHuman data, Training data, Evals and benchmarks
Type of workMulti-domain, Computer use, Medical, Robotics and physical
Markov sells computer-use datasets and task environments—including expert CAD, productivity, coding, and gaming workflows—to AI labs and developers training or evaluating desktop agents.
What they offerRL environments, Training data, Evals and benchmarks, Human data
Type of workMulti-domain, Computer use, Coding, Browser, Games
Matrices sells realistic simulated computer-use environments to AI labs, where multimodal agents practice browser and workplace tasks through reinforcement learning without real-world side effects.
What they offerRL environments, Simulation
Type of workComputer use, Browser, Enterprise workflows
Moonlake provides world-model and simulation tools that turn real-world inputs or text into simulation-ready 3D assets and environments for robotics, autonomy, and AI research teams.
What they offerRL environments, Training data, Evals and benchmarks
Type of workRobotics and physical, Computer use, Creative
Olam Labs builds simulated multi-agent environments, behavioral evaluations and game-derived datasets for AI labs and researchers training or evaluating models’ social, agentic and safety capabilities.
What they offerRL environments, Training data, Evals and benchmarks, Simulation
Type of workCoding, Computer use, Enterprise workflows, Finance, Games, Security, Multi-domain
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
Plato builds simulated software and computer environments from real-world data so AI agent developers can train, test, and score browser and computer-use agents.
What they offerRL environments, Evals and benchmarks
Type of workMulti-domain, Browser, Computer use, Enterprise workflows
Refresh sells simulated software environments and verifiable evaluations for training and testing AI agents, alongside real-workflow coding datasets, to frontier AI labs and enterprises.
What they offerRL environments, Training data, Evals and benchmarks
Type of workMulti-domain, Coding, Computer use, Medical, Enterprise workflows
Runloop provides isolated development sandboxes, orchestration, and benchmarking tools so AI developers and labs can build, run, score, and refine coding agents, including reinforcement-learning and fine-tuning workflows.
What they offerRL environments, Evals and benchmarks, RL infrastructure
Scale sells AI labs and businesses custom training data, human feedback, annotation, RL environments, and model evaluations, alongside software to build, test, and deploy AI agents and applications.
What they offerRL environments, Training data, Evals and benchmarks, Human data, Data annotation
Type of workMulti-domain, Coding, Computer use, Browser, Enterprise workflows, Finance
Data sourcesSynthetic / generated, Product replica or partner app
Sieve supplies AI labs and model developers with curated or custom-collected video, audio, image, and interaction data, plus annotations, evaluation sets, and interactive environments.
What they offerTraining data, Evals and benchmarks, RL environments, Human data
Type of workCreative, Computer use, Robotics and physical, Games, Multi-domain
Data sourcesLicensed real-world data, Expert or contractor-created
SuperAnnotate sells AI data software and managed expert services to AI labs and developers, covering multimodal annotation, training data, model and agent evaluations, and reinforcement-learning environments.
What they offerRL environments, Human data, Evals and benchmarks, Data annotation, Training data
Type of workMulti-domain, Medical, Legal, Science, Coding, Browser, Computer use, Robotics and physical, Math, Enterprise workflows, Finance
Theta sells custom simulated work environments and hands-on implementation to AI labs and enterprises, helping them train and evaluate specialized agents on realistic, multi-step business workflows.
What they offerRL environments, Evals and benchmarks, RL infrastructure
Type of workMulti-domain, Computer use, Browser, Enterprise workflows, Finance, Medical, Coding
Data sourcesBuilt from customer data, Expert or contractor-created
Toloka supplies AI labs and developers with human-expert and synthetic training data, agent environments, evaluations, and red-teaming to build and assess AI models and agents.
What they offerRL environments, Human data, Evals and benchmarks, Training data, Data annotation
Type of workMulti-domain, Coding, Computer use, Enterprise workflows, Math, Science, Robotics and physical
Turing supplies AI labs with training data, evaluations, and RL environments for coding, enterprise knowledge work, and STEM. It also helps large enterprises build and deploy AI agents in important workflows.
What they offerRL environments, Training data, Evals and benchmarks, Human data
Type of workMulti-domain, Coding, Enterprise workflows, Science, Math, Finance, Legal, Medical, Computer use, Security
Vetto sells AI labs and developers expert post-training data, human evaluation, custom RL environments, and verifier-graded benchmarks to help train and assess models on practical tasks.
What they offerRL environments, Training data, Evals and benchmarks, Human data, Data annotation
Type of workMulti-domain, Science, Medical, Legal, Finance, Coding, Computer use
Vibrant Labs builds RL-ready simulated environments, training tasks, and benchmarks for AI labs and developers working on long-horizon agents, including agents that use browsers, computers, or enterprise tools.
What they offerRL environments, Training data, Evals and benchmarks
Type of workMulti-domain, Computer use, Browser, Enterprise workflows
Data sourcesSynthetic / generated, Product replica or partner app
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