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Computer use: AI training data and RL environment vendors

Vendors with public evidence of computer use work. This is a shortlist by domain, not a quality ranking; multi-domain vendors appear here only when this specific domain is supported.

Computer use: AI training data and RL environment vendors

31 vendors. 8 state they have a SOC 2 Type I or Type II report and 9 state they can run in a customer's cloud or on-prem. These are sourced statements, not independent verification. Pending and unspecified SOC 2 claims are excluded.

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31 of 31 vendors

— means not publicly listed or not confirmed; it never means zero or “No”. Checked is the date a company’s facts were last checked, and each fact on its profile links to its source.

CompareVendorOfferingsDomainsData sourcesFundingChecked
AbundantAbundant builds reinforcement-learning environments, evaluation benchmarks, and training datasets for AI labs, AI startups, and large enterprises developing and improving AI agents.RL envs, Training data, EvalsCoding, Computer use, Enterprise workflows, SecurityOpen data$500K2026-09-29
AfterQueryAfterQuery sells expert-created and synthetic training datasets, reinforcement-learning environments, and custom evaluations to AI labs and enterprises developing foundation models and agents.RL envs, Training data, Evals, Human dataMulti-domain, Coding, Computer use, Browser, Finance, Legal, MedicalExpert-made, Synthetic$30.5M2026-10-13
Andon LabsAndon 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.Evals, SimulationMulti-domain, Computer use, Robotics and physicalSynthetic$500K2026-09-29
AviroAviro 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.RL envs, Training data, EvalsCoding, Computer use, Enterprise workflows, ScienceExpert-made$500K2026-09-29
Chakra LabsChakra sells computer-use reinforcement-learning environments, human interaction trajectories, and evaluation resources that AI researchers use to train and test agents.RL envs, Training data, EvalsComputer use, Enterprise workflows, Games, CreativeApp replicas, Expert-made$10.1M2026-10-13
CuaCua 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.RL envs, Evals, RL infraComputer use, Multi-domainExpert-made$500K2026-10-06
DatoricDatoric 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.Training data, Human dataComputer use, Browser, Enterprise workflows, Robotics and physical, Games, Multi-domain, OtherExpert-made$4.5M2026-10-13
Deccan AIDeccan 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.RL envs, Training data, Evals, Human dataMulti-domain, Coding, Enterprise workflows, Computer use, BrowserExpert-made$25M2026-09-29
HalluminateHalluminate 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.RL envs, Training data, EvalsComputer use, Browser, Enterprise workflows, FinanceExpert-made$38.5M2026-10-08
HUDHUD sells an SDK and cloud platform for building, running, and grading reinforcement-learning environments. It turns agent runs into evaluation results and training data, and connects environment and data suppliers with AI labs.RL envs, Training data, Evals, RL infraMulti-domain, Computer use, Finance—$16M2026-10-13
Huzzle LabsHuzzle 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.RL envs, Human data, Evals, Training data, AnnotationCoding, Computer use, Enterprise workflowsCustomer data$6M2026-10-08
InnodataInnodata 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.RL envs, Human data, Training data, Evals, AnnotationCoding, Computer use, Browser, Enterprise workflows, Finance, Legal, Medical, Science, Math, Security, Robotics and physical, Multi-domainCustomer data, Expert-made, Synthetic—2026-10-13
LabelboxLabelbox 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.RL envs, Human data, Evals, Training data, Annotation, RL infraMulti-domain, Coding, Computer use, Security, Enterprise workflows, Science, Robotics and physical, Finance, LegalLicensed data$189M2026-09-29
LuelLuel 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.Human data, Training data, EvalsMulti-domain, Computer use, Medical, Robotics and physicalExpert-made$31.7M2026-09-29
MarkovMarkov 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.RL envs, Training data, Evals, Human dataMulti-domain, Computer use, Coding, Browser, GamesExpert-made$500K2026-09-29
MatricesMatrices 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.RL envs, SimulationComputer use, Browser, Enterprise workflowsApp replicas$5M2026-09-29
Moonlake AIMoonlake 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.RL envs, Training data, EvalsRobotics and physical, Computer use, CreativeSynthetic$28M2026-09-29
Olam LabsOlam 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.RL envs, Training data, Evals, SimulationCoding, Computer use, Enterprise workflows, Finance, Games, Security, Multi-domain——2026-10-13
OriginatorCreates data intended to help AI systems operate legacy software, targeting AI labs. Its public website invites interested users to join a waitlist.Training dataComputer use, Enterprise workflows——2026-09-29
PlatoPlato builds simulated software and computer environments from real-world data so AI agent developers can train, test, and score browser and computer-use agents.RL envs, EvalsMulti-domain, Browser, Computer use, Enterprise workflowsSynthetic$2.5M2026-09-29
RefreshRefresh sells simulated software environments and verifiable evaluations for training and testing AI agents, alongside real-workflow coding datasets, to frontier AI labs and enterprises.RL envs, Training data, EvalsMulti-domain, Coding, Computer use, Medical, Enterprise workflowsCustomer data$500K2026-09-29
RL LabsRL Labs builds long-horizon software-engineering environments where frontier AI labs can train models on complex, multi-step coding tasks.RL envsCoding, Computer use, Security, Enterprise workflowsSynthetic—2026-09-29
RunloopRunloop 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.RL envs, Evals, RL infraCoding, Browser, Computer useSynthetic$7M2026-10-13
ScaleScale 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.RL envs, Training data, Evals, Human data, AnnotationMulti-domain, Coding, Computer use, Browser, Enterprise workflows, FinanceSynthetic, App replicas$15.9B2026-09-29
SieveSieve supplies AI labs and model developers with curated or custom-collected video, audio, image, and interaction data, plus annotations, evaluation sets, and interactive environments.Training data, Evals, RL envs, Human dataCreative, Computer use, Robotics and physical, Games, Multi-domainLicensed data, Expert-made—2026-10-13
SuperAnnotateSuperAnnotate 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.RL envs, Human data, Evals, Annotation, Training dataMulti-domain, Medical, Legal, Science, Coding, Browser, Computer use, Robotics and physical, Math, Enterprise workflows, FinanceExpert-made$67.5M2026-09-29
ThetaTheta 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.RL envs, Evals, RL infraMulti-domain, Computer use, Browser, Enterprise workflows, Finance, Medical, CodingCustomer data, Expert-made$500K2026-09-29
TolokaToloka 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.RL envs, Human data, Evals, Training data, AnnotationMulti-domain, Coding, Computer use, Enterprise workflows, Math, Science, Robotics and physicalSynthetic$72M2026-09-29
TuringTuring 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.RL envs, Training data, Evals, Human dataMulti-domain, Coding, Enterprise workflows, Science, Math, Finance, Legal, Medical, Computer use, SecurityCustomer data$225M2026-10-13
Vetto AIVetto 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.RL envs, Training data, Evals, Human data, AnnotationMulti-domain, Science, Medical, Legal, Finance, Coding, Computer useExpert-made$3.6M2026-09-29
Vibrant LabsVibrant 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.RL envs, Training data, EvalsMulti-domain, Computer use, Browser, Enterprise workflowsSynthetic, App replicas$2.5M2026-09-29

— not publicly listed or not confirmed. Open a profile for each fact’s source. The register is unranked; sorting only reorders.

How to read domain and SOC 2 labels

Multi-domain means work across several task areas, not every area. Vendors appear in a specific domain filter only when that area has supporting evidence. SOC 2 entries are vendor statements, not independently verified audits: Unspecified means claimed without a stated type; Pending means in progress; Not publicly listed means we found no public statement. None of those means a completed Type I/II report. SOC 2 and deployment details remain on profiles and in comparison.