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
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
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
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
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
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
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
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
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
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
Handshake supplies frontier AI developers with expert-created training and evaluation data, reinforcement-learning environments, and licensed, de-identified operational records from real companies.
What they offerHuman data, Evals and benchmarks, RL environments, Training data
Type of workMulti-domain, Legal, Finance, Science
Data sourcesLicensed real-world data, Expert or contractor-created
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
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
Invisible sells expert-created training data, model fine-tuning, evaluations, and custom reinforcement-learning environments to AI labs and developers; it also provides AI software and implementation support for enterprises.
What they offerRL environments, Training data, Evals and benchmarks, Human data, Data annotation
Type of workMulti-domain, Coding, Finance, Legal, Enterprise workflows
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
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
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
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
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
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
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
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
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
Poindexter Labs supplies expert data annotation and evaluation services to frontier AI teams, alongside syncronus, a collaborative platform for expert-led model training.
What they offerHuman data, Evals and benchmarks, Data annotation
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
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
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
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
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
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
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
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
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
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
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
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