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93 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

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

Andon Labs sells custom evaluations and benchmarks to AI labs and developers, testing AI agents in simulations and real-world deployments across business operations, spatial reasoning, computer use, and robotics.

What they offerEvals and benchmarks, Simulation
Type of workMulti-domain, Computer use, Robotics and physical
Data sourcesSynthetic / generated
Last checked

Anthromind supplies AI developers, research teams, and businesses with expert-curated training and preference data, custom LLM evaluations, and fine-tuning support through tailored projects and managed data-curation services.

What they offerHuman data, Training data, Evals and benchmarks
Type of workMulti-domain, Coding
Data sourcesBuilt from customer data, Expert 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

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

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

Arga provides AI developers and engineering teams with stateful replicas of business software, letting them train and test agents on realistic workflows and validate changes without modifying live production systems.

What they offerRL environments, Evals and benchmarks, Simulation
Type of workMulti-domain, Enterprise workflows
Data sourcesSynthetic / generated
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

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

Besimple AI supplies AI labs and voice-AI developers with licensed conversational audio, expert annotation, and benchmarks for training and evaluating speech models.

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

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
CintAcquired by TriCarbs BidCo AB (Triton Partners-led consortium)

Cint collects commissioned human responses in text, audio and video for AI-model training and validation through its respondent network and AI-moderated interview workflows. This profile covers newly created survey and conversational data; its separate Verified Audiences consumer-profile licensing product is outside this listing’s scope.

What they offerHuman data, Training data
Type of workMulti-domain
Data sourcesExpert 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

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

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

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

DARE Labs offers Cerebro, a data refinery that turns operational data into supervised-training datasets, RL data and environments graded on real outcomes.

What they offerTraining data, RL environments, Evals and benchmarks
Type of workMulti-domain
Data sourcesBuilt from customer data, Synthetic / generated
Last checked
DataloopAcquired by Dell Technologies

Dataloop sells an AI data-development platform and on-demand annotation services to enterprises and AI teams, helping them organize, label, quality-check, and route multimodal data into AI training and production workflows.

What they offerData annotation, Human data, Training data
Type of workMulti-domain
Data sourcesLicensed real-world data
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

Datoric licenses robotics and physical-AI training data (egocentric video, manipulation and teleoperation recordings), runs custom collections to a buyer's specification, and also offers computer-use, voice and gameplay datasets.

What they offerTraining data, Human data
Type of workComputer use, Browser, Enterprise workflows, Robotics and physical, Games, Multi-domain, Other
Data sourcesExpert or contractor-created
Last checked

Deccan AI sells AI labs and developers expert-created post-training datasets, human feedback, reinforcement-learning environments and evaluations; it also offers enterprises monitoring and AI-enabled operations tools.

What they offerRL environments, Training data, Evals and benchmarks, Human data
Type of workMulti-domain, Coding, Enterprise workflows, Computer use, Browser
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

Defined.ai sells licensed, multilingual AI training datasets and provides custom data collection, annotation, evaluation and model fine-tuning services to organizations developing AI.

What they offerTraining data, Human data, Data annotation, Evals and benchmarks
Type of workMulti-domain
Data sourcesLicensed real-world data, Expert or contractor-created
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

Eigent sells an open-source multi-agent desktop workforce for automating enterprise workflows, and builds custom RL environments, benchmarks, and training/evaluation loops for enterprise teams and AI developers.

What they offerRL environments, Evals and benchmarks, Training data
Type of workMulti-domain, Browser, Enterprise workflows
Data sourcesPublic / open data, Synthetic / generated
Last checked

Encord sells a multimodal data platform and managed collection, annotation, and evaluation services to AI teams preparing and improving training data for physical AI, computer vision, and generative models.

What they offerTraining data, Data annotation, Evals and benchmarks
Type of workMulti-domain, Robotics and physical
Data sourcesNot confirmed
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

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

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

Humyn Labs collects and annotates real-world multimodal human data—especially first-person video, sensor and motion signals, and speech—and supplies training datasets and evaluation benchmarks to AI labs, robotics developers, and other AI teams.

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

HyperPrior Research is a small London research firm that builds environments, graders and agent test suites for teams training and evaluating AI agents, sold as fixed-scope or retainer engagements alongside technical diligence, strategy and machine-learning consulting.

What they offerRL environments, Evals and benchmarks, Simulation
Type of workMulti-domain
Data sourcesSynthetic / generated
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
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

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

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

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

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

Markov sells computer-use datasets and task environments—including expert CAD, productivity, coding, and gaming workflows—to AI labs and developers training or evaluating desktop agents.

What they offerRL environments, Training data, Evals and benchmarks, Human data
Type of workMulti-domain, Computer use, Coding, Browser, Games
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

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

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

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

OpenTrain connects AI labs and developers with vetted human experts for RLHF, model evaluation, red teaming, and data annotation. Customers hire directly or use a managed team working in their existing tools.

What they offerHuman data, Training data, Evals and benchmarks, Data annotation
Type of workMulti-domain
Data sourcesBuilt from customer data, 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

Parsewave creates custom, expert-written datasets, solution traces, and evaluations for frontier AI labs and developers to train and test coding and other professional-domain models.

What they offerTraining data, Human data, Evals and benchmarks
Type of workMulti-domain
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

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

Plato builds simulated software and computer environments from real-world data so AI agent developers can train, test, and score browser and computer-use agents.

What they offerRL environments, Evals and benchmarks
Type of workMulti-domain, Browser, Computer use, Enterprise workflows
Data sourcesSynthetic / generated
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

Builds simulated environments, tasks, and verifiers for AI labs to train and evaluate long-horizon agents; its Horizon-SWE benchmark tests end-to-end software engineering workflows.

What they offerRL environments, Evals and benchmarks, Simulation
Type of workMulti-domain, Coding
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

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

Revelo sells AI labs code-focused training data, evaluations, benchmarks, and RL environments, with expert-led data creation and managed workflows to help improve coding models and agents.

What they offerRL environments, Training data, Evals and benchmarks, Human data
Type of workMulti-domain, Coding
Data sourcesSynthetic / generated, Expert or contractor-created
Last checked

Rise Data Labs sells human- and synthetic-data production, annotation, and model-evaluation services to AI labs and enterprise model teams building and improving generative AI.

What they offerHuman data, Training data, Evals and benchmarks, Data annotation, RL environments
Type of workMulti-domain
Data sourcesBuilt from customer data
Last checked

Sama sells human-in-the-loop data annotation, validation, evaluation, and training-data services to enterprise AI teams building computer-vision, multimodal, and generative AI models.

What they offerTraining data, Evals and benchmarks, Data annotation, Human data
Type of workMulti-domain, Robotics and physical, Creative
Data sourcesBuilt from customer data, Expert or contractor-created
Last checked

Sapien supplies human-created and expert-reviewed training data to AI developers, including data annotation, collection, curated datasets, and quality checks for AI outputs.

What they offerHuman data, Training data, Evals and benchmarks, Data annotation
Type of workMulti-domain, Robotics and physical
Data sourcesExpert 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
Sepal AIAcquired by Mercor

Sepal supplies frontier AI labs and enterprise model teams with expert-created training and evaluation data, benchmarks, and reinforcement-learning environments for developing and testing models on specialized tasks.

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

Sieve supplies AI labs and model developers with curated or custom-collected video, audio, image, and interaction data, plus annotations, evaluation sets, and interactive environments.

What they offerTraining data, Evals and benchmarks, RL environments, Human data
Type of workCreative, Computer use, Robotics and physical, Games, Multi-domain
Data sourcesLicensed real-world data, Expert or contractor-created
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

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

Toloka supplies AI labs and developers with human-expert and synthetic training data, agent environments, evaluations, and red-teaming to build and assess AI models and agents.

What they offerRL environments, Human data, Evals and benchmarks, Training data, Data annotation
Type of workMulti-domain, Coding, Computer use, Enterprise workflows, Math, Science, Robotics and physical
Data sourcesSynthetic / generated
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

Traverse builds reinforcement-learning environments and training data for frontier AI labs, helping them train models on ambiguous professional work that depends on judgment, context, and long-horizon reasoning.

What they offerRL environments, Training data, Human data
Type of workMulti-domain
Data sourcesExpert or contractor-created
Last checked

Troveo licenses and packages rights-cleared real-world data—including video, audio, text, business workflows, gaming and robotics—for AI labs and model developers, with custom sourcing and annotation.

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

Ulam sells reasoning datasets, expert-reviewed traces, benchmarks, and verifier-backed RL environments—primarily for mathematics and STEM—to AI labs and developers.

What they offerRL environments, Training data, Evals and benchmarks, Human data
Type of workCoding, Science, Math, Multi-domain
Data sourcesSynthetic / generated
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

Verita supplies vetted domain experts and manages project operations for AI labs, producing annotation, human-feedback and evaluation work, training data, and support for reinforcement-learning environments.

What they offerRL environments, Training data, Data annotation, Human data, Evals and benchmarks
Type of workMulti-domain
Data sourcesLicensed real-world data
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

Vibrant Labs builds RL-ready simulated environments, training tasks, and benchmarks for AI labs and developers working on long-horizon agents, including agents that use browsers, computers, or enterprise tools.

What they offerRL environments, Training data, Evals and benchmarks
Type of workMulti-domain, Computer use, Browser, Enterprise workflows
Data sourcesSynthetic / generated, Product replica or partner app
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

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