Robotics and physical: AI training data and RL environment vendors
Vendors with public evidence of robotics and physical work. This is a shortlist by domain, not a quality ranking; multi-domain vendors appear here only when this specific domain is supported.
Robotics and physical: AI training data and RL environment vendors
46 vendors. 10 state they have a SOC 2 Type I or Type II report and 10 state they can run in a customer's cloud or on-prem. These are sourced statements, not independent verification. Pending and unspecified SOC 2 claims are excluded.
— means not publicly listed or not confirmed; it never means zero or “No”. Checked is the date a company’s facts were last checked, and each fact on its profile links to its source.
| Compare | Vendor | Offerings | Domains | Data sources | Funding | Checked |
|---|---|---|---|---|---|---|
| 6thSense6thSense makes a wearable tactile sensor and a first-person stereo camera, and sells the synchronized touch, video and motion data it records from people doing hand tasks to teams training dexterous robots. | Human data, Training data | Robotics and physical | Expert-made | — | 2026-10-13 | |
| AIChampAIChamp provides robotics and AI teams with proprietary simulated environments and physics-verified evaluations for robot policies, running large-scale trials and returning scores, videos, trajectories, and failure analysis before real-world deployment. | RL envs, Evals, Simulation | Robotics and physical | Synthetic | — | 2026-09-29 | |
| Andon LabsAndon 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. | Evals, Simulation | Multi-domain, Computer use, Robotics and physical | Synthetic | $500K | 2026-09-29 | |
| Applied IntuitionApplied Intuition sells simulation, data and AI-development software, vehicle operating systems, and autonomy tools to automakers, defense organizations, and other teams building intelligent machines. | RL infra, Simulation, Training data | Robotics and physical | Synthetic | $1.2B | 2026-09-29 | |
| AsimovAsimov 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. | Human data, Training data, Annotation | Robotics and physical | Expert-made | — | 2026-10-13 | |
| Build AIBuild AI records first-person video of workers doing manual jobs in real factories and businesses, and supplies it to physical-AI and robotics labs as an off-the-shelf training dataset or as data tailored to a lab's request. | Human data, Training data | Robotics and physical | — | $30M | 2026-10-13 | |
| CentificCentific sells multimodal AI training data, human annotation, model evaluations, and simulated enterprise RL environments to frontier AI labs and enterprise AI teams. | RL envs, Training data, Evals, Human data, Annotation | Multi-domain, Finance, Medical, Enterprise workflows, Legal, Robotics and physical | Licensed data | $60M | 2026-09-29 | |
| ClaruClaru provides custom and licensed video, robotics demonstrations, and human annotations to AI labs building robotics, embodied AI, and world models. | Training data, Human data, Annotation, Evals | Robotics and physical, Games, Creative, Multi-domain, Coding, Legal, Medical, Math, Science, Security, Other | Licensed data, Expert-made, Synthetic, Open data | $170M | 2026-10-13 | |
| Cortex AICortex AI provides AI labs with real-world workplace video and robot trajectories for training embodied AI, plus human-supervised robot rollouts and evaluations that capture recovery from failures. | Human data, Training data, Evals | Robotics and physical | Expert-made | $6.5M | 2026-10-13 | |
| DatoricDatoric 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. | Training data, Human data | Computer use, Browser, Enterprise workflows, Robotics and physical, Games, Multi-domain, Other | Expert-made | $4.5M | 2026-10-13 | |
| EnactEnact works with robotics model developers to identify failures on physical robots, create targeted recovery demonstrations and training data, then fine-tune and evaluate models for real-world tasks. | RL envs, Training data, Evals | Robotics and physical | — | $500K | 2026-09-29 | |
| EncordEncord 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. | Training data, Annotation, Evals | Multi-domain, Robotics and physical | — | $110M | 2026-09-29 | |
| Human ArchiveHuman Archive collects and labels real-world human video and synchronized sensor recordings, then licenses multimodal datasets to AI labs and robotics developers training physical-AI systems. | Human data, Training data | Robotics and physical | Expert-made | $8.7M | 2026-10-13 | |
| Humyn LabsHumyn 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. | Training data, Annotation, Evals | Multi-domain, Robotics and physical | Expert-made | — | 2026-09-29 | |
| InnodataInnodata 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. | RL envs, Human data, Training data, Evals, Annotation | Coding, Computer use, Browser, Enterprise workflows, Finance, Legal, Medical, Science, Math, Security, Robotics and physical, Multi-domain | Customer data, Expert-made, Synthetic | — | 2026-10-13 | |
| LabelboxLabelbox 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. | RL envs, Human data, Evals, Training data, Annotation, RL infra | Multi-domain, Coding, Computer use, Security, Enterprise workflows, Science, Robotics and physical, Finance, Legal | Licensed data | $189M | 2026-09-29 | |
| LightwheelLightwheel sells physics-accurate simulation assets and environments, synthetic and human demonstration data, and evaluation tools to robotics and Physical AI teams training and validating robot models. | Human data, Evals, Simulation, Training data, RL infra | Robotics and physical | Expert-made | $293M | 2026-09-29 | |
| LightWrkLightWrk sells expert-produced reasoning annotations, preference and training signals, and evaluation workflows to robotics, physical-AI, and world-model teams. | Human data, Training data, Evals, Annotation | Robotics and physical | Synthetic | — | 2026-09-29 | |
| LuelLuel 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. | Human data, Training data, Evals | Multi-domain, Computer use, Medical, Robotics and physical | Expert-made | $31.7M | 2026-09-29 | |
| LXTLXT 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. | Training data, Annotation, Evals, Human data | Multi-domain, Legal, Finance, Medical, Robotics and physical | Expert-made | — | 2026-09-29 | |
| Macrodata LabsMacrodata 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. | Annotation | Robotics and physical | Customer data | $4M | 2026-10-09 | |
| MaxinsightsMaxinsights collects and annotates real-world egocentric video and multimodal human-motion data for robotics and physical-AI developers, and markets simulation and model-evaluation capabilities for robot and world models. | Human data, Training data, Evals | Robotics and physical | — | — | 2026-10-13 | |
| MeckaMecka collects and structures real-world human activity into robotics training datasets, and provides data tools and evaluation and deployment support for robotics labs, frontier AI teams, and enterprises building embodied systems. | Human data, Training data, Evals | Robotics and physical | Expert-made | $60M | 2026-09-29 | |
| micro1micro1 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. | RL envs, Human data, Evals, Training data | Multi-domain, Finance, Legal, Medical, Coding, Robotics and physical | Expert-made | $135M | 2026-10-13 | |
| microagimicroagi sells datasets of recorded human manual work to AI labs and runs Atlas, a service that records a factory's own tasks, trains robot models on that data and installs the robots on the line. | Human data, Training data | Robotics and physical | Expert-made, Customer data | $55M | 2026-10-13 | |
| MidcenturyMidcentury sells real-world human-action and gameplay datasets, along with cloud simulation tools, to robotics developers, AI labs, and enterprises training and evaluating physical AI systems. | Training data, RL envs, Simulation, Human data | Robotics and physical, Games | Licensed data | $15M | 2026-09-29 | |
| Miso MotionMiso 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. | Human data, Training data, Annotation | Robotics and physical | Expert-made | — | 2026-10-13 | |
| Moonlake AIMoonlake provides world-model and simulation tools that turn real-world inputs or text into simulation-ready 3D assets and environments for robotics, autonomy, and AI research teams. | RL envs, Training data, Evals | Robotics and physical, Computer use, Creative | Synthetic | $28M | 2026-09-29 | |
| NormalNormal publishes CAD benchmarks, datasets, and technical reports for AI developers working on hardware design; CAD Arena evaluates how agents reconstruct real mechanical parts from engineering drawings as editable CAD models. | Evals | Robotics and physical | Licensed data | — | 2026-09-29 | |
| NoumadNoumad builds formally verified reinforcement-learning environments for post-training AI agents on unsolved problems in long-horizon machine learning, computational science, robotics and cybersecurity. | RL envs | Science, Robotics and physical, Security, Other, Multi-domain | Synthetic | — | 2026-10-13 | |
| Perle AIPerle supplies AI labs and developers with specialist-generated multimodal training data, annotation, RLHF and model evaluations through expert-led programs and managed workflows. | Human data, Training data, Evals, Annotation | Multi-domain, Medical, Legal, Robotics and physical | Expert-made | $17.5M | 2026-09-29 | |
| PixelstwoPixelstwo sells curated tactile and dexterous manipulation datasets, captured with proprietary tactile hardware, to robotics teams training robots for contact-rich tasks. | Training data | Robotics and physical | Expert-made | — | 2026-10-09 | |
| ProlificProlific 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. | Human data, Training data, Evals, Annotation | Multi-domain, Legal, Medical, Finance, Robotics and physical | Expert-made | $33.4M | 2026-09-29 | |
| ProvisionProvision supplies real-world multimodal training data, physical-world evaluations, and deployment support for teams developing physical AI and robotics. | Training data, Evals | Robotics and physical | — | — | 2026-10-09 | |
| ReasonCoreReasonCore 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. | RL envs, Training data, Evals, Human data, Annotation | Robotics and physical, Science, Coding, Finance, Math, Enterprise workflows | Customer data, Expert-made | — | 2026-09-29 | |
| SamaSama 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. | Training data, Evals, Annotation, Human data | Multi-domain, Robotics and physical, Creative | Customer data, Expert-made | $84.8M | 2026-09-29 | |
| SapienSapien supplies human-created and expert-reviewed training data to AI developers, including data annotation, collection, curated datasets, and quality checks for AI outputs. | Human data, Training data, Evals, Annotation | Multi-domain, Robotics and physical | Expert-made | $15.5M | 2026-09-29 | |
| SieveSieve supplies AI labs and model developers with curated or custom-collected video, audio, image, and interaction data, plus annotations, evaluation sets, and interactive environments. | Training data, Evals, RL envs, Human data | Creative, Computer use, Robotics and physical, Games, Multi-domain | Licensed data, Expert-made | — | 2026-10-13 | |
| SuperAnnotateSuperAnnotate 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. | RL envs, Human data, Evals, Annotation, Training data | Multi-domain, Medical, Legal, Science, Coding, Browser, Computer use, Robotics and physical, Math, Enterprise workflows, Finance | Expert-made | $67.5M | 2026-09-29 | |
| SymbalSymbal 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. | Training data, Evals, Simulation | Multi-domain, Science, Math, Finance, Medical, Legal, Robotics and physical, Coding | Customer data | — | 2026-09-29 | |
| TaskUsTaskUs 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. | Training data, Human data, Evals, Annotation | Robotics and physical, Medical, Enterprise workflows, Multi-domain | Expert-made | $279M | 2026-10-13 | |
| TELUS DigitalAcquired by TELUSTELUS 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. | RL envs, Human data, Training data, Evals, Annotation | Coding, Enterprise workflows, Finance, Legal, Medical, Math, Robotics and physical, Science, Security, Other, Multi-domain | Expert-made, Customer data | — | 2026-10-13 | |
| TolokaToloka 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. | RL envs, Human data, Evals, Training data, Annotation | Multi-domain, Coding, Computer use, Enterprise workflows, Math, Science, Robotics and physical | Synthetic | $72M | 2026-09-29 | |
| Uber AI SolutionsUber 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. | Annotation, Training data, Evals, Human data, RL envs | Coding, Enterprise workflows, Finance, Legal, Medical, Science, Robotics and physical, Multi-domain, Other | Expert-made, Customer data | — | 2026-10-09 | |
| VisionLab AIVision 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. | Human data, Training data, Annotation | Robotics and physical | — | $6M | 2026-09-29 | |
| XDOFXDOF collects robot teleoperation data and runs real-world policy evaluations for robotics labs and AI companies, and also supplies robotic systems and data tooling. | Training data, Human data, Evals, Annotation | Robotics and physical | Expert-made | $70M | 2026-10-13 |
No vendor matches every filter. Filters in different groups must all match. Remove one to widen the list:
— not publicly listed or not confirmed. Open a profile for each fact’s source. The register is unranked; sorting only reorders.
How to read domain and SOC 2 labels
Multi-domain means work across several task areas, not every area. Vendors appear in a specific domain filter only when that area has supporting evidence. SOC 2 entries are vendor statements, not independently verified audits: Unspecified means claimed without a stated type; Pending means in progress; Not publicly listed means we found no public statement. None of those means a completed Type I/II report. SOC 2 and deployment details remain on profiles and in comparison.