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49 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

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

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

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

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

Dissei sells finance-focused RL environments, evaluation benchmarks, and real-transaction training data and analyst trajectories to AI labs and model developers, as well as financial institutions building or assessing models.

What they offerRL environments, Evals and benchmarks, Training data, Human data
Type of workFinance
Data sourcesLicensed real-world data
Last checked

EdotEnv provides financial-market-based reinforcement-learning environments and research benchmarks that AI labs and research teams use to train and assess agents on quantitative-research tasks.

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

Pune-based company that offers benchmark licensing and custom model evaluations to AI labs and enterprises, and publishes BFSI-Bench, an Indian financial-regulation benchmark. It also creates, labels and reviews multimodal training data and screens egocentric video for embodied AI.

What they offerEvals and benchmarks, Training data, Data annotation, Human data
Type of workFinance, Robotics and physical, Multi-domain
Data sourcesExpert or contractor-created, Built from customer data, Public / open data
Last checked

Halluminate sells finance-focused computer-use and tool-use RL environments, simulated business applications, training data, and agent benchmarks to frontier AI labs and enterprise AI teams.

What they offerRL environments, Training data, Evals and benchmarks
Type of workComputer use, Browser, Enterprise workflows, Finance
Data sourcesExpert or contractor-created
Last checked

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
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

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

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
Data sourcesExpert or contractor-created
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

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

Metaphi sells custom and reusable simulated work environments, training datasets, and agent evaluations to frontier AI labs and enterprise AI teams, helping them train and assess agents on realistic software, finance, and content-generation tasks.

What they offerRL environments, Training data, Evals and benchmarks
Type of workCoding, Enterprise workflows, Finance, Creative
Data sourcesLicensed real-world data, Expert or contractor-created
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

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

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

Patronus AI builds training data and simulated environments to train and improve AI models and agents. Its research studies model failures in alignment, coding, knowledge work, science and computer use, and it publishes benchmarks.

What they offerRL environments, Training data, Simulation
Type of workMulti-domain, Finance, Coding, Enterprise workflows, Computer use, Science
Data sourcesExpert or contractor-created, Public / open data
Last checked

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
Type of workFinance, Legal, Multi-domain
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

ReasonCore provides expert-curated AI training datasets, reinforcement-learning environments, and adaptive evaluations for frontier AI labs, emerging AI labs, and enterprises developing or deploying advanced models.

What they offerRL environments, Training data, Evals and benchmarks, Human data, Data annotation
Type of workRobotics and physical, Science, Coding, Finance, Math, Enterprise workflows
Data sourcesBuilt from customer data, Expert or contractor-created
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

San Francisco company that builds finance and coding RL environments, with tasks created by private equity professionals and senior software engineers, and sells ready-made environments, custom tasks, model evaluations and human preference data to frontier AI labs.

What they offerRL environments, Evals and benchmarks, Human data, Training data
Type of workFinance, Coding
Data sourcesExpert or contractor-created, Licensed real-world 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

Telegraph Lab sources and licenses business records for AI training. It reviews data rights, prepares datasets through de-identification and structuring, and arranges delivery to AI labs. Its sources include workplace communications, business-system records, company files and operating histories.

What they offerTraining data
Type of workEnterprise workflows, Finance, Coding
Data sourcesLicensed real-world data
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

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

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

Watt sources, prepares and licenses private operational datasets for AI training and evaluation, with a current emphasis on energy and industrial records. This profile covers that company-data offering; Watt also operates a behavioral-data Signal Graph, and its bulk catalog includes intent, employment and contact data. Consumer-profile datasets are outside this profile.

What they offerTraining data
Type of workMulti-domain, Finance
Data sourcesLicensed real-world 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