Fysics AI

Maxinsights is a Santa Clara, California-based physical AI data company that pays a network of 5,000+ contractors across six countries to film first-person footage of everyday human tasks with proprietary wearable cameras, turning it into training data for robot foundation models.

Seed · $30M · 2026-10

Pays gig workers to capture first-person video and motion data for training robotics AI models

$8M · 2026-05

Real-world teleoperation training data for general-purpose robot foundation models, plus collection tools and cleaning/annotation infrastructure

$70M · 2026-06

End-to-end AI data infrastructure: automated data production line (automation plus human labor at scale) covering data definition, scenario collection, annotation and data trading, for automakers, autonomous driving, world model and embodied AI companies; about 100,000 hours of usable data per month

Strategic · $21M · 2026-08

Reconstructs real spaces as simulatable, interactive 3DGS scenes as training environments for embodied AI and world models

Angel · 2026-10

Spatial intelligence infrastructure: a physical space engine that turns real-world spatial structure, object states and human interactions into computable, editable, reusable spatial assets, underpinning embodied AI, world models and industry applications

Angel · 2026-10

Creates synthetic data for testing and training machine learning models

Series A · $6M · 2023-10

On-demand human feedback/RLHF platform for training and evaluating AI models (rapid feedback sourced via digital ads and other channels)

Seed · $17M · 2026-02

Decentralized AI data infrastructure (DePIN): AI companies order on demand on its data-questing platform, a global contributor network collects, labels and human-verifies (human-in-the-loop) data, delivering high-value training datasets within days; uses web3/token incentives

Strategic · $7M · 2026-07

Training data infrastructure for robotics foundation models

Seed · $35M · 2026-05 · Valuation $200M

Robotics data collection

Pre-Series A · $22M · 2026-07

Cloud-native SIEM+SOAR and machine data analytics platform

Series B · $12M · 2025-12