Build a data infrastructure based on real-world work scenarios for embodied intelligence, integrating motion capture, data processing, and robot training.
MaxinsightsMaxinsights is a data services company serving robotics and physical AI teams, headquartered in Santa Clara, California. Its founder and CEO is Yuguang (YG) Yuan, and its co-founder and CTO is Kun Wang, who previously worked at Google X and Waymo. The company processes real-world human operation records into training data, primarily serving robotics foundation model, motion understanding, and related R&D teams.Company Profile
This website is better suited as a portal for corporate data procurement and partnerships: users submit tasks, specify requirements for the environment and delivery, and the service team then coordinates data collection and processing solutions. The official website focuses primarily on partnership inquiries and does not list self-service packages or standard subscription pricing for individual users.
Maxinsights’ core approach is first-person data collection. Operators record tasks during their daily routines or work scenarios; these recordings then undergo quality checks, action and object annotation, and data filtering before the raw or processed data is delivered. For robotics teams, the potential value of this type of footage lies in its coverage of different objects, spaces, and operational methods, ensuring that training materials reflect the variability found in real-world tasks—rather than merely repetitive demonstrations in a standardized setting.
official websiteThe listed outputs include video action understanding, hand and body pose, object tracking, segmentation, and spatial information. Specific deliverables depend on the acquisition configuration and task; in particular, it is important to distinguish between visual estimates and measurements from dedicated sensors: standard video does not automatically provide reliable tactile or force signals. The official website also explicitly states that contact and force data require specialized sensors.
Announced on October 22, 2026, MaxLoop is designed to provide automatic scoring and quality feedback during data collection, helping to identify issues such as occlusions, blurriness, or incomplete tasks; MaxGlove, on the other hand, is a tactile and force-sensing data collection glove currently under joint development with Genesis AI and should not be considered a mature, off-the-shelf product.Product Announcement
Teams developing robot models that require supplementary human operation demonstrations can consider this as a potential data provider. Developers working on household chores, food service, or other operational tasks can also submit targeted data collection requests based on their specific target environments. Teams that have video footage but lack the ability to segment actions, extract poses, or process quality data should specifically inquire whether existing data is accepted and what processed results can be provided, rather than assuming that all capabilities can be purchased separately.
Procurement decisions should be based on sample quality and training suitability. A large amount of footage does not necessarily mean that the target tasks are adequately covered. Whether the hands and objects remain clearly visible throughout the footage, whether the annotations are consistent, how failed actions are captured, and whether the data can be mapped to the specific robot configuration—these factors are all more closely related to actual R&D challenges than the total number of hours of footage.
| service | Official Business Focus | Requirements and Boundaries for Comparison |
|---|---|---|
| Maxinsights | First-person capture of real-world scenes, processing using in-house models, and quality feedback | Focus on natural task coverage and an integrated process from data collection to delivery; specific modalities must be confirmed on a case-by-case basis. |
| Scale Physical AI | Data Factory, Distributed Data Collection, Field Operations, and Multimodal Annotation | Requires the integration of different data collection environments or the operation of proprietary hardware; scope to be confirmed through a business proposal |
| micro1 Robotics | Demonstrations by professionals, structured data, and a controlled robotic environment | Data collection is required for domain tasks, action-level annotations, 3D video, or IMU, etc.; samples and acceptance criteria must comply with project agreements. |
All three should be compared based on specific data specifications; training effectiveness cannot be judged solely based on the scale figures listed on their official websites. What makes Maxinsights noteworthy is that it integrates on-site data collection and quality processing into a single service chain; whether it is suitable for your project ultimately depends on whether the samples can address the model’s shortcomings, as well as whether data rights, costs, and delivery terms are clearly defined.
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