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25 companies

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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

AI Astrolabe supplies human-written and annotated training datasets, model evaluations and red-teaming services, with a focus on Arabic dialects and other low-resource languages. Its catalog includes text, speech and audio, images, and safety preference data.

What they offerHuman data, Training data, Evals and benchmarks, Data annotation
Type of workMulti-domain, Security
Data sourcesExpert or contractor-created
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

Appen supplies AI labs and product teams with human-produced training data, annotation, expert feedback, RL environments, and model evaluations for machine-learning and agentic AI systems.

What they offerRL environments, Human data, Evals and benchmarks, Training data, Data annotation
Type of workMulti-domain, Medical, Legal, Science, Finance, Coding, Browser, Security, Enterprise workflows
Data sourcesExpert or contractor-created, Licensed real-world data
Last checked

Builds production-style simulated workspaces and verifiable benchmarks for AI agents, helping AI developers train and test long-horizon tasks in cybersecurity, incident response, software engineering, and tool use.

What they offerRL environments, Evals and benchmarks, Simulation
Type of workMulti-domain, Security, Coding
Data sourcesExpert or contractor-created
Last checked

Bugcrowd provides cybersecurity training environments and an exploitation benchmark to AI developers, alongside crowdsourced vulnerability testing services for organizations.

What they offerRL environments, Evals and benchmarks
Type of workSecurity
Data sourcesNot confirmed
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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
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

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

Datacurve sells expert-built coding data, reinforcement-learning environments, benchmarks, and evaluations to foundation-model labs and AI developer-tool companies.

What they offerRL environments, Training data, Evals and benchmarks, Human data
Type of workCoding, Science, Security
Data sourcesExpert or contractor-created
Last checked

Exponential sells AI developers multi-agent security environments for RL post-training, security-focused training data, and adaptive red-team evaluations that test AI models and agent systems against realistic attacks.

What they offerRL environments, Training data, Evals and benchmarks
Type of workSecurity
Data sourcesNot confirmed
Last checked

G2i supplies coding post-training data to AI labs (RL environments, evals, RLHF preference data, SFT datasets, scrubbed seed data) through managed projects or contract engineers placed on lab teams. It also runs an engineer hiring platform and tech conferences.

What they offerRL environments, Human data, Training data, Evals and benchmarks
Type of workCoding, Security, Enterprise workflows
Data sourcesExpert or contractor-created, Product replica or partner app
Last checked

Gray Swan sells AI-model and agent security to frontier labs and enterprises: adversarial testing before release, plus runtime filtering and monitoring to block attacks, unsafe outputs, and policy violations.

What they offerEvals and benchmarks
Type of workSecurity
Data sourcesExpert or contractor-created
Last checked

Idler sells reinforcement-learning environments, benchmarks and evaluation datasets based on production work to AI labs and other teams training and evaluating models.

What they offerRL environments, Evals and benchmarks
Type of workMulti-domain, Enterprise workflows, Legal, Coding, Security
Data sourcesNot confirmed
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

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

LatchBio sells cloud data and compute software, bioinformatics workflows, and AI-based analysis to biotech R&D teams, laboratories, and scientific kit or instrument providers. It also publishes evaluations and offers assessment services for biology-focused AI agents.

What they offerEvals and benchmarks
Type of workScience, Security, Medical
Data sourcesExpert or contractor-created
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

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
Data sourcesNot confirmed
Last checked

Quesma publishes coding-agent benchmarks and builds RL training environments for frontier labs; it also markets tools that help development teams understand agent costs, workflows and outcomes.

What they offerRL environments, Evals and benchmarks
Type of workCoding, Security, Games
Data sourcesNot confirmed
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
TELUS DigitalAcquired by TELUS

TELUS Digital supplies AI labs and developers with expert-built training data, annotations, agentic RL environments, red-team testing and evaluations, plus custom multimodal and physical-AI datasets and managed data-collection services.

What they offerRL environments, Human data, Training data, Evals and benchmarks, Data annotation
Type of workCoding, Enterprise workflows, Finance, Legal, Medical, Math, Robotics and physical, Science, Security, Other, Multi-domain
Data sourcesExpert or contractor-created, Built from customer data
Last checked

Trajectory Labs runs safety evaluations, expert red-teaming and RL environments that help AI labs find model vulnerabilities and measure safer behavior.

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

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
Data sourcesBuilt from customer data
Last checked

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