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40 companies

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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
Last checked

AIChamp provides robotics and AI teams with proprietary simulated environments and physics-verified evaluations for robot policies, running large-scale trials and returning scores, videos, trajectories, and failure analysis before real-world deployment.

What they offerRL environments, Evals and benchmarks, Simulation
Type of workRobotics and physical
Data sourcesSynthetic / generated
Last checked

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
Last checked

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
Data sourcesSynthetic / generated
Last checked

Andromede provides AI labs and agent developers with reinforcement-learning environments, tasks, and verifiers built from real-world data for training and evaluating long-horizon agents.

What they offerRL environments, Evals and benchmarks
Type of workOther
Data sourcesSynthetic / generated
Last checked

Applied Intuition sells simulation, data and AI-development software, vehicle operating systems, and autonomy tools to automakers, defense organizations, and other teams building intelligent machines.

What they offerRL infrastructure, Simulation, Training data
Type of workRobotics and physical
Data sourcesSynthetic / generated
Last checked

Archal sells resettable API sandboxes that mimic third-party software services, giving AI developers and software teams repeatable environments to test, evaluate, and train agents without using live accounts.

What they offerRL environments, Evals and benchmarks, RL infrastructure
Type of workMulti-domain
Data sourcesProduct replica or partner app, Synthetic / generated
Last checked

Arga provides AI developers and engineering teams with stateful replicas of business software, letting them train and test agents on realistic workflows and validate changes without modifying live production systems.

What they offerRL environments, Evals and benchmarks, Simulation
Type of workMulti-domain, Enterprise workflows
Data sourcesSynthetic / generated
Last checked

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

Abu Dhabi company that sources, labels and evaluates training data for AI labs, hyperscalers and robotics teams, including human-ranked model responses, expert-written evaluation sets, Arabic speech data and first-person video of real work filmed by paid contributors through its KLKT app, and also sells its own Arabic speech models and voice agents.

What they offerTraining data, Data annotation, Human data, Evals and benchmarks
Type of workRobotics and physical, Coding, Finance, Medical, Science, Multi-domain
Data sourcesBuilt from customer data, Expert or contractor-created, Synthetic / generated
Last checked

Collinear sells stateful simulated environments, agent evaluations, and synthetic training data to frontier AI labs and enterprise AI teams building and improving AI agents.

What they offerRL environments, Training data, Evals and benchmarks
Type of workMulti-domain, Security, Finance, Enterprise workflows
Data sourcesSynthetic / generated
Last checked

Contra Labs provides AI teams with professional creatives’ judgments, model evaluations, benchmark datasets, human-feedback training data, and recorded design workflows to improve and measure generative AI.

What they offerHuman data, Evals and benchmarks, Training data
Type of workCreative
Data sourcesBuilt from customer data, Synthetic / generated
Last checked

DARE Labs offers Cerebro, a data refinery that turns operational data into supervised-training datasets, RL data and environments graded on real outcomes.

What they offerTraining data, RL environments, Evals and benchmarks
Type of workMulti-domain
Data sourcesBuilt from customer data, Synthetic / generated
Last checked

d_model builds RL environments where agents learn to do interpretability and alignment research, and runs similar agents in its own research.

What they offerRL environments
Type of workScience, Coding
Data sourcesSynthetic / generated
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
Last checked

Emulated offers AI teams post-training datasets, production-like software-engineering environments, and benchmarks to train and evaluate agents on coding, infrastructure operations, machine-learning engineering, and research tasks.

What they offerRL environments, Training data, Evals and benchmarks
Type of workCoding, Enterprise workflows, Science
Data sourcesSynthetic / generated
Last checked

Fleet sells simulated training environments and evaluation tools where AI agents practice realistic tasks to frontier AI labs, hyperscalers, and enterprises.

What they offerRL environments, Evals and benchmarks, RL infrastructure
Type of workMulti-domain
Data sourcesSynthetic / generated
Last checked

General Reasoning offers AI labs and developers API-hosted reinforcement-learning environments, plus infrastructure to deploy environments and train or evaluate agents at scale.

What they offerRL environments, Evals and benchmarks, RL infrastructure
Type of workMulti-domain
Data sourcesSynthetic / generated
Last checked

Hiloop sells automated research infrastructure to AI/ML teams, running experiments across their models, data, training methods, prompts, tools, and systems against customer-defined evaluations, then returning verified improvements.

What they offerRL infrastructure, RL environments
Type of workCoding, Other
Data sourcesSynthetic / generated
Last checked

HyperPrior Research is a small London research firm that builds environments, graders and agent test suites for teams training and evaluating AI agents, sold as fixed-scope or retainer engagements alongside technical diligence, strategy and machine-learning consulting.

What they offerRL environments, Evals and benchmarks, Simulation
Type of workMulti-domain
Data sourcesSynthetic / generated
Last checked
iMeritAcquired by EXL

iMerit sells expert-led data annotation, training-data creation, human feedback, model fine-tuning and evaluation services, alongside Ango Hub workflow software, to frontier AI labs, AI developers and enterprises building multimodal and domain-specific models.

What they offerHuman data, Training data, Evals and benchmarks, Data annotation
Type of workMulti-domain, Medical
Data sourcesSynthetic / generated
Last checked

Incalmo builds reinforcement-learning cyber environments and security evaluations for AI labs and security teams to train and assess cybersecurity-capable models.

What they offerRL environments, Evals and benchmarks
Type of workSecurity
Data sourcesSynthetic / generated
Last checked

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
Last checked

LightWrk sells expert-produced reasoning annotations, preference and training signals, and evaluation workflows to robotics, physical-AI, and world-model teams.

What they offerHuman data, Training data, Evals and benchmarks, Data annotation
Type of workRobotics and physical
Data sourcesSynthetic / generated
Last checked

Mercor sells expert-created training data, reinforcement-learning environments, and evaluations and benchmarks to frontier AI labs and other AI developers. It also offers enterprise data licensing and evaluation services.

What they offerRL environments, Human data, Training data, Evals and benchmarks
Type of workMulti-domain, Finance, Legal, Medical, Coding, Browser, Enterprise workflows
Data sourcesLicensed real-world data, Expert or contractor-created, Synthetic / generated
Last checked

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
Data sourcesSynthetic / generated
Last checked

Noumad builds formally verified reinforcement-learning environments for post-training AI agents on unsolved problems in long-horizon machine learning, computational science, robotics and cybersecurity.

What they offerRL environments
Type of workScience, Robotics and physical, Security, Other, Multi-domain
Data sourcesSynthetic / generated
Last checked

Paper Instruments post-trains language models and builds evaluation benchmarks, post-training infrastructure, and agent software for AI developers working on knowledge-intensive tasks.

What they offerEvals and benchmarks, Training data, RL infrastructure
Type of workFinance, Legal, Medical, Enterprise workflows
Data sourcesSynthetic / generated, Expert or contractor-created
Last checked

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
Data sourcesSynthetic / generated
Last checked

Proximal builds coding tasks, training data and RL environments that AI labs and enterprises use to train software-engineering agents.

What they offerRL environments, Training data, Evals and benchmarks
Type of workCoding, Science
Data sourcesSynthetic / generated
Last checked

Revelo sells AI labs code-focused training data, evaluations, benchmarks, and RL environments, with expert-led data creation and managed workflows to help improve coding models and agents.

What they offerRL environments, Training data, Evals and benchmarks, Human data
Type of workMulti-domain, Coding
Data sourcesSynthetic / generated, Expert or contractor-created
Last checked

RL Labs builds long-horizon software-engineering environments where frontier AI labs can train models on complex, multi-step coding tasks.

What they offerRL environments
Type of workCoding, Computer use, Security, Enterprise workflows
Data sourcesSynthetic / generated
Last checked

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
Type of workCoding, Browser, Computer use
Data sourcesSynthetic / generated
Last checked

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
Last checked
Sepal AIAcquired by Mercor

Sepal supplies frontier AI labs and enterprise model teams with expert-created training and evaluation data, benchmarks, and reinforcement-learning environments for developing and testing models on specialized tasks.

What they offerRL environments, Human data, Evals and benchmarks
Type of workMulti-domain
Data sourcesExpert or contractor-created, Synthetic / generated
Last checked

Snorkel sells expert-built training datasets, agent environments, benchmarks and evaluations—through ready-to-use products and custom data-development services—to frontier AI labs and enterprise AI teams.

What they offerTraining data, Evals and benchmarks, RL environments, Human data
Type of workMulti-domain, Coding, Science, Finance, Enterprise workflows, Medical, Legal
Data sourcesExpert or contractor-created, Synthetic / generated
Last checked

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
Data sourcesSynthetic / generated
Last checked

Ulam sells reasoning datasets, expert-reviewed traces, benchmarks, and verifier-backed RL environments—primarily for mathematics and STEM—to AI labs and developers.

What they offerRL environments, Training data, Evals and benchmarks, Human data
Type of workCoding, Science, Math, Multi-domain
Data sourcesSynthetic / generated
Last checked

Veris sells AI developers a simulation and reinforcement-learning platform that recreates enterprise tools, systems, and users, helping teams train, test, and improve agents on realistic workflows before production.

What they offerRL environments, Evals and benchmarks, RL infrastructure
Type of workMulti-domain, Enterprise workflows, Finance, Coding
Data sourcesBuilt from customer data, Synthetic / generated
Last checked

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
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