Map the next
intelligence.^↗

01Surge AI

Human intelligence and expert data for training the next generation of AI.

02Mercor

Expert-created datasets, benchmarks, and environments for frontier AI.

03DataVendor

A marketplace for selling codebases, datasets, tasks, and RL environments to AI labs.

04HUD

A platform for building, reviewing, evaluating, and training with RL environments.

05Turing

Expert data and verifiable tasks for coding and computer-use agents.

06Scale AI

Human-generated training data and evaluations for AI development.

07micro1

Expert training data, simulated work environments, and robotics data.

08Handshake AI

Human experts, training data, and environments for frontier models.

09Toloka

Expert training data and environments for agents and language models.

10Appen

Human training data, annotation, and agentic RL environments.

11Snorkel AI

Expert-built datasets, environments, and benchmarks for AI agents.

12Invisible Technologies

Human expertise and data operations for training AI models.

13Labelbox

Expert data, RL environments, and robotics training supply.

14OpenAI

Develops AI models and partners with data owners to assemble public and private training datasets.

15Google

Acquires structured partner content, including Reddit data, for training and information experiences.

16Meta

Partners with content owners for AI development and real-time news in Meta AI.

17Microsoft

Licenses publisher content to ground Copilot answers and operates the Publisher Content Marketplace.

18NVIDIA

Develops generative models with licensed visual and 3D content partners, including Shutterstock.

19Adobe

Uses licensed Adobe Stock content to train Firefly models for creative generation.

20Abundant

RL environments and datasets for learning through simulated experience.

21AfterQuery

Capturing how experts think, reason, and work as training data for AI.

22AIChamp

Video-derived training data and evaluations for physical AI.

23Akhara

Verification for agents using enterprise knowledge and expert judgment.

24Andon Labs

Benchmarks and experiments for autonomous agents running businesses.

25Andromede

Programmatically generated RL tasks, environments, and verifiers.

26Anthromind

Expert human data for RLHF, fine-tuning, and evaluation.

27Aptura

Expert datasets and RL environments for regulated industries.

28ARIMLABS

Verifiable RL environments for cybersecurity and technical work.

29BenchFlow

Environments, benchmarks, and runtimes for training and testing agents.

30Bespoke Labs

Company-scale environments for training agents on complex, long-horizon work.

31Chakra Labs

Software replicas and trajectory datasets for computer-use agents.

32Collinear

Enterprise RL environments, verifiers, and training data.

33Cua

Computer-use sandboxes and tools for agent training and evaluation.

34Datacurve

Research and expert data collection to expand what AI can do.

35Daytona

Isolated, programmable infrastructure for running agent code.

36Deeptune

Software-workflow training environments; joining Mercor.

37Defined.ai

A marketplace for licensed, multimodal AI training datasets.

38Dissei

Financial-workflow data, trajectories, and verifiable RL tasks.

39dmodel

RL environments for interpretability and alignment research agents.

40E2B

Cloud sandboxes for coding, computer use, and RL rollouts.

41EdotEnv

Financial-market environments for training research agents.

42Emulated

Post-training data and environments for coding and AI research.

43Exabite

Text, document, and video datasets for model training.

44Fleet

Simulated worlds and real-world challenges for more capable AI agents.

45General Reasoning

Long-horizon reinforcement learning and open agent research.

46Good Start Labs

Game environments and gameplay data for learning agents.

47Halluminate

RL environments for finance and professional-services workflows.

48Hillclimb

Training data and environments for self-improving research agents.

49Human Native

AI data licensing marketplace joining Cloudflare.

50Huzzle Labs

Long-horizon environments for computer-use and enterprise agents.

51Idler

RL environments built around production engineering work.

52iMerit

Specialist annotation, reasoning data, and human feedback.

53Incalmo

Cybersecurity environments for reinforcement learning and self-play.

54Innodata

Data engineering, annotation, and expert services for generative AI.

55Latch

Scientific workflows and benchmarks for biological AI agents.

56Markov

Computer-use demonstrations and design-software environments.

57Matrices

Computer-use environments for training multimodal agents.

58Mechanize

Software engineering environments that push frontier coding agents further.

59Metaphi

Enterprise coding environments, datasets, and evaluations.

60Modal

Compute and sandboxes for RL training and parallel agent rollouts.

61Morph

Branching execution environments and scalable infrastructure for agents.

62Normal

Data and evaluations for AI systems that design hardware.

63Ooak Data

Enterprise data and digital twins for training AI agents.

64Pareto

Human expertise and feedback for training and evaluating AI.

65Parsewave

Human-authored engineering tasks and traces for model training.

66Patronus AI

Simulated worlds and evaluations for training AI agents.

67Plato

Simulated browser environments for agent training and evaluation.

68pre.dev

Verified software-engineering tasks for coding-agent training.

69Preference Model

RL environments for automated machine-learning research.

70Prime Intellect

An integrated stack for RL environments, model training, and compute.

71Prolific

Human participants and feedback for AI training and evaluation.

72Proximal

Software-engineering training data and long-horizon coding benchmarks.

73ReasonCore

Expert-curated training data across technical and professional domains.

74Refresh

Software environments for coding and computer-use agent training.

75Rise Data Labs

Human expert data for model training and evaluation.

76Runloop

Coding sandboxes, benchmarks, and infrastructure for agent training.

77Sama

Image, video, and other annotated data for AI development.

78Symbal

Multimodal post-training data and expert evaluations.

79Taste Labs

Human design judgment for training and evaluating AI.

80Theta

Workspace environments and expert data for long-horizon agents.

81Trajectory Labs

Safety evaluations, red teaming, and RL environments.

82Ulam

Mathematical reasoning data, private evaluations, and RL gyms.

83Veris AI

Enterprise simulations for testing and training AI agents.

84Verita AI

Expert sourcing and operations for annotation and RL projects.

85Vetto AI

Expert data, RL environments, and evaluations across modalities.

86Vmax

RL tooling that turns proprietary data and evaluations into environments.