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24 companies

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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

Builds simulated, workflow-based environments and benchmarks, plus a runtime and managed post-training service, for AI labs and developers training and evaluating agents.

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

Bespoke Labs sells realistic, company-scale reinforcement-learning environments and agent-training, optimization, and evaluation infrastructure to frontier AI labs and enterprises.

What they offerRL environments, RL infrastructure, Evals and benchmarks
Type of workMulti-domain
Data sourcesNot confirmed
Last checked

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
Type of workComputer use, Multi-domain
Data sourcesExpert or contractor-created
Last checked
DeeptuneAcquired by Mercor

Deeptune builds simulated workplace-software environments, bundled with tasks, datasets and infrastructure, where frontier AI labs train agents to carry out multi-step digital work. Mercor acquired Deeptune in July 2026.

What they offerRL environments, RL infrastructure
Type of workMulti-domain, Enterprise workflows
Data sourcesProduct replica or partner app
Last checked

e2f, which renamed itself TrustScale in June 2026, sells custom AI training datasets, expert annotation, model evaluation and benchmarking, and reinforcement learning feedback through its ArgusRL platform, covering 200 languages and text, image, audio and video data.

What they offerTraining data, Evals and benchmarks, RL infrastructure, Human data, Data annotation
Type of workMulti-domain
Data sourcesExpert or contractor-created
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

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
Type of workMulti-domain, Computer use, Finance
Data sourcesLicensed real-world data
Last checked

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
Data sourcesLicensed real-world data
Last checked

Lightwheel sells physics-accurate simulation assets and environments, synthetic and human demonstration data, and evaluation tools to robotics and Physical AI teams training and validating robot models.

What they offerHuman data, Evals and benchmarks, Simulation, Training data, RL infrastructure
Type of workRobotics and physical
Data sourcesExpert or contractor-created
Last checked

Mind Lab provides pharmaceutical, financial, public-sector and gaming companies with custom benchmarks, task environments, data development and model post-training, alongside its own training platform.

What they offerRL environments, Evals and benchmarks, RL infrastructure
Type of workMulti-domain
Data sourcesNot applicable (infrastructure)
Last checked

Monte sells post-training and continual-learning infrastructure to AI labs and enterprise AI teams, helping them evaluate models against work tasks, train specialized agents, and improve them using feedback from real workflows.

What they offerRL infrastructure, Evals and benchmarks
Type of workEnterprise workflows
Data sourcesBuilt from customer data
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

Phinity builds chip-design reinforcement-learning environments and training infrastructure for AI labs, while developing agents to design, verify, and eventually tape out custom chips.

What they offerRL environments, Training data, RL infrastructure
Type of workCoding, Other
Data sourcesExpert or contractor-created
Last checked

Prime Intellect sells AI labs and developers an open stack for reinforcement-learning environments, model evaluations, hosted training, inference, sandboxes, and GPU compute to build and improve agentic models.

What they offerRL environments, Evals and benchmarks, RL infrastructure
Type of workMulti-domain, Math, Coding, Games
Data sourcesNot confirmed
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

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
Last checked

thetalab builds on-prem agent-training infrastructure for AI developers. It turns customer production traces and difficult workflow cases into private RL environments, then uses the results to train custom models for specific business processes.

What they offerRL environments, RL infrastructure
Type of workEnterprise workflows
Data sourcesBuilt from customer data
Last checked

Vals AI sells evaluation software, expert-built benchmarks, and review tools to AI labs and enterprise engineering teams testing models and AI applications on practical, domain-specific tasks.

What they offerEvals and benchmarks, RL infrastructure
Type of workMulti-domain, Finance, Legal, Medical, Coding, Math
Data sourcesExpert or contractor-created
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

Vmax markets Campaign, a self-play task-generation and RL platform that uses developers’ proprietary data and evaluations to create training environments and refine agents on new task examples.

What they offerRL environments, RL infrastructure, Evals and benchmarks
Type of workCoding, Math
Data sourcesBuilt from customer 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