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43 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

Align AI sells expert-grounded training data, simulated RL environments, continuous evaluations, and in-runtime verification tools to AI labs and enterprises building agents for regulated, high-stakes work.

What they offerRL environments, Evals and benchmarks, Human data
Type of workFinance, Legal, Medical, Enterprise workflows
Data sourcesExpert or contractor-created
Last checked

Apex Data Sciences, the AI division Apex CoVantage launched in 2024, sells expert RLHF and SFT data, expert-built benchmarks and image, text, video and lidar annotation to AI teams. Its parent also sells publishing, accessibility and healthcare billing services.

What they offerHuman data, Training data, Evals and benchmarks, Data annotation
Type of workCoding, Legal, Medical, Finance, Science, Robotics and physical, Multi-domain
Data sourcesExpert or contractor-created, Built from customer data
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

Aptura provides expert-built training and evaluation data, benchmarks, and reinforcement-learning environments to AI labs and developers building systems for finance, healthcare, and legal work.

What they offerTraining data, Evals and benchmarks, RL environments, Human data
Type of workFinance, Medical, Legal
Data sourcesExpert or contractor-created
Last checked

Arena sells AI model evaluations built on real-world human feedback to labs, enterprises and developers, with analytics, feedback samples and SLA-backed delivery. Its privacy policy says it may share users' prompts, votes and other content with AI model developers to evaluate, improve and develop their products; its FAQ says such shared data is de-identified.

What they offerHuman data, Evals and benchmarks
Type of workCoding, Legal, Medical, Science, Multi-domain
Data sourcesNot found publicly
Last checked

BioStack sells clinical and preclinical data, healthcare AI training environments, and evaluation tools to AI labs and life-sciences teams developing medical and drug-discovery models.

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

Boston company that labels medical and other data through scored contests among human annotators, specialists and AI models, sells model evaluation services, and licenses finished labeled datasets, such as chest X-ray and pathology sets, to AI developers.

What they offerData annotation, Human data, Training data, Evals and benchmarks
Type of workMedical, Science, Multi-domain
Data sourcesBuilt from customer data, Expert or contractor-created, Public / open data
Last checked

Centific sells multimodal AI training data, human annotation, model evaluations, and simulated enterprise RL environments to frontier AI labs and enterprise AI teams.

What they offerRL environments, Training data, Evals and benchmarks, Human data, Data annotation
Type of workMulti-domain, Finance, Medical, Enterprise workflows, Legal, Robotics and physical
Data sourcesLicensed real-world data
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

CloudFactory supplies a managed human workforce and AI platform to businesses and AI developers, collecting and annotating data, preparing model-training and fine-tuning datasets, and providing human feedback, evaluation, and operational support for AI systems.

What they offerHuman data, Training data, Data annotation
Type of workMulti-domain, Medical
Data sourcesExpert or contractor-created
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

DataOcean AI sells off-the-shelf datasets and custom data collection, labeling, and model evaluation services to AI developers and enterprises, supporting LLM, speech, vision, multimodal, and autonomous-driving systems.

What they offerTraining data, Data annotation, Evals and benchmarks, Human data
Type of workMulti-domain, Coding, Finance, Medical, Legal
Data sourcesBuilt from customer data, Expert or contractor-created
Last checked

Through GLG Frontier, a practice it formally launched in October 2026 after working with frontier labs since 2023, GLG recruits credentialed professionals in medicine, science, law, finance and engineering to design model evaluations, write tasks and grading rubrics, review model outputs and red-team models for AI labs. Its main business is an expert network that connects investors, consulting firms, companies and law firms with industry experts, mostly through calls.

What they offerHuman data, Evals and benchmarks
Type of workMedical, Legal, Finance, Science, Multi-domain
Data sourcesExpert or contractor-created
Last checked

Gradient Health sells de-identified medical imaging and multimodal clinical datasets through Atlas to medical AI developers, helping them train, test, validate, and prepare regulatory evidence for healthcare models.

What they offerTraining data, Evals and benchmarks
Type of workMedical
Data sourcesNot confirmed
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

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

A marketplace that curates and licenses human-contributed and rights-holder datasets—including video, images, audio, and text—for AI labs, research institutions, and enterprises training models.

What they offerHuman data, Training data, Data annotation
Type of workMulti-domain, Medical
Data sourcesLicensed real-world data, Expert or contractor-created
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

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
Data sourcesExpert or contractor-created
Last checked

LXT supplies AI developers and enterprises with custom and off-the-shelf training data, human annotation, evaluation, and RLHF services across text, speech, images, and video.

What they offerTraining data, Data annotation, Evals and benchmarks, Human data
Type of workMulti-domain, Legal, Finance, Medical, Robotics and physical
Data sourcesExpert or contractor-created
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

micro1 provides expert human data and post-training services, real-world RL environments, robotics data, and AI-agent evaluations for frontier AI labs, enterprises, and robotics teams.

What they offerRL environments, Human data, Evals and benchmarks, Training data
Type of workMulti-domain, Finance, Legal, Medical, Coding, Robotics and physical
Data sourcesExpert or contractor-created
Last checked

Navaday supplies expert-created training data and model evaluations across professional and technical fields. It manages specialists who write examples, correct existing data, compare model answers and produce held-out test sets. It also prepares and helps license business records for AI development.

What they offerHuman data, Training data, Evals and benchmarks
Type of workFinance, Legal, Medical, Science, Math, Coding, Enterprise workflows
Data sourcesExpert or contractor-created, Built from customer data, Licensed real-world data
Last checked

NewtonX recruits professionals in finance, tech, healthcare and law, checks their identity and expertise, and uses them to run model evaluations, produce post-training datasets and audit annotation quality for AI developers. Its main business is B2B market research.

What they offerHuman data, Training data, Evals and benchmarks
Type of workFinance, Legal, Medical, Multi-domain
Data sourcesExpert or contractor-created
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

Pareto supplies AI labs with specialist-created training data, evaluations, and RL environments that turn expert judgment into signals for assessing and improving frontier models.

What they offerRL environments, Human data, Evals and benchmarks
Type of workMulti-domain, Medical, Legal, Finance, Coding, Science
Data sourcesExpert or contractor-created
Last checked

Perle supplies AI labs and developers with specialist-generated multimodal training data, annotation, RLHF and model evaluations through expert-led programs and managed workflows.

What they offerHuman data, Training data, Evals and benchmarks, Data annotation
Type of workMulti-domain, Medical, Legal, Robotics and physical
Data sourcesExpert or contractor-created
Last checked

Prolific gives AI labs and developers access to verified participants and subject-matter experts to collect human feedback, training data, and model evaluations through a platform, API, or managed research service.

What they offerHuman data, Training data, Evals and benchmarks, Data annotation
Type of workMulti-domain, Legal, Medical, Finance, Robotics and physical
Data sourcesExpert or contractor-created
Last checked

Protege licenses data from hundreds of partner organizations, curates it and de-identifies health records, and licenses the resulting datasets to AI developers for pre-training, post-training and evaluation across healthcare, video, audio and speech, and spatial and physical data. It also runs independent, double-blind evaluations of healthcare AI models on de-identified patient records.

What they offerTraining data, Evals and benchmarks
Type of workMedical, Creative, Robotics and physical, Multi-domain
Data sourcesLicensed real-world data
Last checked

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
Data sourcesBuilt from customer data
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

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
Data sourcesExpert or contractor-created
Last checked

Surge sells AI labs and developers expert-built training data, human feedback, evaluation benchmarks, and interactive reinforcement-learning environments to train and assess AI models and agents.

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

Symbal supplies AI labs with multimodal post-training datasets, private evaluations and benchmarks, and human-in-the-loop data; it also builds enterprise agents using customers’ first-party workflows.

What they offerTraining data, Evals and benchmarks, Simulation
Type of workMulti-domain, Science, Math, Finance, Medical, Legal, Robotics and physical, Coding
Data sourcesBuilt from customer data
Last checked

TaskUs provides outsourced AI data operations for AI developers and enterprises, including data collection and labeling, expert feedback and RLHF, model evaluations and red-teaming, and robotics data services.

What they offerTraining data, Human data, Evals and benchmarks, Data annotation
Type of workRobotics and physical, Medical, Enterprise workflows, Multi-domain
Data sourcesExpert or contractor-created
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

The General Data Company licenses anonymized records and workflow-based datasets from European businesses to AI labs for model training and evaluation, including held-out benchmarks and reinforcement-learning environments.

What they offerRL environments, Training data, Evals and benchmarks
Type of workFinance, Legal, Medical, Enterprise workflows
Data sourcesLicensed real-world data, Expert or contractor-created
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

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

Uber AI Solutions provides custom AI data collection and annotation, specialist human feedback and RLHF, red-teaming, and model evaluation for frontier labs, enterprises, robotics firms, and autonomous-vehicle developers.

What they offerData annotation, Training data, Evals and benchmarks, Human data, RL environments
Type of workCoding, Enterprise workflows, Finance, Legal, Medical, Science, Robotics and physical, Multi-domain, Other
Data sourcesExpert or contractor-created, Built 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

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
Data sourcesExpert or contractor-created
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