Multilingual transcription pilot
Transcription and quality review across multiple locales for a global customer-experience company.
Real-world data for AI
The training data robots can't get from the internet.
Or voice assistants, or document models, or LLMs. Zangbo collects and labels real-world data, and experts review it before it reaches your model.
Why now
AI now needs data from the physical world.
10×
Physical AI market growth, from about $5B in 2025 to $50B+ by 2033.1
$6B+
Robotics startup funding in the first half of 2025.2
1. SNS Insider, Physical AI Market Report 2033 · 2. Crunchbase News, July 2025
How it works
From raw recordings to training-ready data.
01 · COLLECT
Capture what the web doesn't have
- LiDAR, sensor data and first-person video recorded in real homes and workplaces
- Speech, documents and images from contributors in the languages you need
02 · LABEL
Annotate to your spec
- 2D/3D boxes, segmentation, pose and trajectories
- Transcription, intent and speaker labels
- Field extraction, classification and text annotation
03 · EVALUATE
Expert review and feedback
- RLHF and preference ranking by domain experts
- Factuality, reasoning and safety scoring
- Results fed back into the next round of collection
Solutions
The models we collect data for.
Physical AI and robotics
Data for robots that move around and handle objects.
Humanoids · logistics · industrial →Speech and voice AI
Multilingual speech, transcription and intent data.
Voice assistants · contact centers →Vision and multimodal
Image and video data, from sourcing to segmentation.
Perception · VLMs · media →LLMs and reasoning
Expert preference, reasoning and factuality data.
Foundation model labs · copilots →Healthcare and documents
Real-world documents, extracted and de-identified.
Document AI · health tech →Localization
Data and review from the markets you're launching in.
Global platforms · consumer AI →
Selected work
Recent projects.
Web-scale dataset acquisition pipeline
Designed a cloud pipeline to acquire, filter and store large open video and image corpora with tens of millions of clips and images.