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48 companies

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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

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

Asimov collects first-person video and sensor data of people doing everyday tasks in real homes and workplaces, and delivers it as annotated datasets to robotics teams training humanoid robots.

What they offerHuman data, Training data, Data annotation
Type of workRobotics and physical
Data sourcesExpert or contractor-created
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

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

Consequence Labs creates custom human-generated training and evaluation datasets, including workflow demonstrations, speech data, expert judgments and annotations. It recruits contributors, manages collection and review, and delivers structured data with provenance and quality documentation.

What they offerHuman data, Training data, Evals and benchmarks, Data annotation
Type of workEnterprise workflows, Computer use, Robotics and physical
Data sourcesExpert or contractor-created, Built from customer data
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

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

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

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

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

Huzzle Labs sells reinforcement-learning environments, expert-produced training data, evaluations, and custom-trained models to AI labs and enterprises seeking agents that can handle real software and business workflows.

What they offerRL environments, Human data, Evals and benchmarks, Training data, Data annotation
Type of workCoding, Computer use, Enterprise workflows
Data sourcesBuilt from customer data
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

LightWrk sells expert-produced reasoning annotations, preference and training signals, and evaluation workflows to robotics, physical-AI, and world-model teams.

What they offerHuman data, Training data, Evals and benchmarks, Data annotation
Type of workRobotics and physical
Data sourcesSynthetic / generated
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

Macrodata processes robot and first-person video for robotics and embodied-AI teams, returning timestamped action labels, 3D hand tracks, task-progress signals, and quality checks that help prepare data for model training.

What they offerData annotation
Type of workRobotics and physical
Data sourcesBuilt from customer data
Last checked

Miso Motion runs custom video collection for physical AI and robotics teams, recording consented professionals on paid jobs with one to six synchronized cameras and delivering redacted footage with per-clip records and optional task labels.

What they offerHuman data, Training data, Data annotation
Type of workRobotics and physical
Data sourcesExpert or contractor-created
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

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

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

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

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

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

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

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

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

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

Vision Lab sells real-world factory video and SOP-linked annotations to AI and robotics teams, giving them structured examples of human tasks and industrial processes for training physical-AI models.

What they offerHuman data, Training data, Data annotation
Type of workRobotics and physical
Data sourcesNot confirmed
Last checked

XDOF collects robot teleoperation data and runs real-world policy evaluations for robotics labs and AI companies, and also supplies robotic systems and data tooling.

What they offerTraining data, Human data, Evals and benchmarks, Data annotation
Type of workRobotics and physical
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