Video Feeds -
ready for VLA pipelines
Teleoperation bottleneck limits VLA and humanoid policy data. We provide continuous, task‑family targeted web video clips + metadata to add real‑world diversity and move toward zero-shot generalization.
Trusted by the world's most demanding AI teams
2.3B+
videos extracted (and counting)
2PB+
of video provided to leading AI teams daily
2.5B+
image and video URLs discovered every day
5T+
text tokens in hundreds of languages daily
99.99%
uptime and 24/7 expert support
How it works:
Define, Search, Extract
Define, Search, Extract
- Define: Identify your target Task Families - broad groups of related actions (e.g., "Kitchen tasks" like wipe/place/carry or "Warehouse tasks" like pick/sort/pack) that allow your model to generalize across a whole class of behavior rather than a single specific move.
- Search: Use our powerful search and filtering tools to find high-quality human activity demonstrations within massive web-scale video archives.
- Extract: Isolate relevant footage and extract action-specific scenes from an egocentric POV, delivering pre-cut, tagged clips that are optimized for your robotization and training workflows.
Continuous, targeted web video for training humanoid robot policies
Discover Content
- High-Granularity Filtering: Search and filter through massive web archives to find fresh video sources that match your specific task requirements.
- Metadata-based discovery: Surface new sources through rich, filterable metadata including modality, language, and domain context.
- Precise targeting: Pinpoint videos by specific environmental contexts (e.g., “low-light kitchens” or “industrial assembly lines”).
Endless Video Ingestion
- Bypass the Teleoperation Bottleneck: Use “in-the-wild” human demonstrations to provide a rich prior for world dynamics without the cost of human operators.
- Environmental Diversity: Unmatched coverage across lighting, home/workspace layouts, object variants, and edge cases.
- Action-Specific Ingestion: Focus on the high-value scenes relevant to manipulation and mobile tasks, reducing the noise in your training data.
- Ready for your VLA Pipeline: Pre-cut, action-specific clips + metadata. Export to RLDS (TFRecords) or LeRobot v3 (Parquet/MP4).
Industrial-Grade Infrastructure
- High-Volume Resilience: Automated handling of HTTP 429 errors, blocks, and anti-bot flows to ensure continuous data delivery.
- Compliance & Security: Fully compliant global access with delivery of raw video + metadata directly to your secure cloud storage.
- Standardized Metadata: Every dataset is delivered with the consistent schema required for your ingestion scripts to perform final temporal alignment and coordinate normalization.
Book a meeting
Bring your target Task Families and throughput requirements. We’ll map them to sources and discovery filters so you can deliver a high-fidelity video stream directly into your VLA training pipeline.