The Data Engine Powering Embodied AI
High-quality crowdsourced data engine powering robots that see, reason, and act with precision in the real world.
LLMs had the entire internet to learn from. Robots don't. They need to learn how to think and move from the ground up.
Embodied AI requires large-scale demonstrations, first-person recordings, teleoperation trajectories, and fine-grained annotations. Acuity's crowdsourced platform delivers all of it, at scale, with quality, on demand.
Our Approach
How we build the data
Human-Demonstrated Data
Structured POV and third-person recordings of real people performing real-world tasks, captured with consistent hardware and quality control for embodied learning.
Crowdsourced at Scale
Our mobile app enables anyone with a smartphone to contribute high-quality video data. Thousands of contributors across diverse environments and demographics.
Annotated & Segmented
Fine-grained, multi-stream action labeling with natural-language descriptions for VLA and policy training. Delivered in standard formats ready for your pipeline.
Training-Ready Pipeline
End-to-end data pipeline from collection to pre-training and fine-tuning. Multi-view, multi-modal datasets designed for imitation learning and policy refinement.
Use Cases
Built for embodied AI teams
Vision-Language-Action Model Training
Build models that understand the relationship between what is seen, what is said, and what action to take. Our multi-modal data bridges perception and manipulation.
Imitation Learning & Policy Refinement
Improve control and dexterity through human demonstration data. POV recordings with depth and motion data for learning manipulation policies.
Environment-Specific Datasets
Task libraries captured in kitchens, offices, warehouses, and lived-in spaces. Real-world environments with natural variation and clutter.
Humanoid Manipulation Models
POV and multi-view demonstrations for household and workplace tasks. Structured for training humanoid manipulation from reaching to fine-grained assembly.
Industrial & Logistics Automation
Task-specific video data for pick-and-place, packing, sorting, and navigation in warehouse and factory settings.
Research & Benchmarking
Standardized datasets with rich annotations for academic research. Reproducible benchmarks for evaluating embodied AI model performance.
How It Works
From recording to robot training
Record
Contributors use our app to record everyday tasks from a first-person perspective with their smartphone.
Process
Videos are annotated, segmented, and quality-checked through our automated pipeline with human review.
Train
Processed datasets are delivered in standard formats, ready for pre-training, fine-tuning, and real-world deployment.
The data infrastructure for physical AI breakthroughs
Partner with us to build the datasets that will power the next generation of intelligent machines.