A network, not a lab
Collaborators across countries, industries and dialects, capturing how people actually speak, write and work.
Speech, video, multimodal, text and business workflows, built into custom datasets on demand. Trusted by some of the world’s leading AI labs.
Collaborators across countries, industries and dialects, capturing how people actually speak, write and work.
Every dataset starts with your brief. We run post-processing to clean, segment and label it, so it arrives ready to train on.
We partner with some of the world's leading AI labs on the data their models are missing.
What we collect
Natural and read speech from native speakers, with the accents, dialects and noise of real life.
From everyday conversations to field recordings in Spanish and Portuguese, every clip arrives transcribed and ready to train on.
Farms, greenhouses, nurseries and landscaping crews.
harvesting · planting · weeding · livestockRestaurants, commercial kitchens and hotels.
food prep · line cooking · dishwashing · housekeepingWarehouses, stores and moving crews.
picking · palletizing · restocking · truck loadingConstruction sites, factories, offices and contact centers.
masonry · assembly · back-office · customer supportAccents, dialects and real-world noise that today's speech models still stumble on.
Synced video, audio and motion of real activity, from kitchens to warehouses.
First-person footage of hands at work, for manipulation pretraining.
Real business workflows, recorded step by step, to train and evaluate agents.
Text written by native speakers and experts, grounded in local context.
Held-out sets that show how a model really performs outside the benchmark.
A network of collaborators records speech, video, text and real workflows to your brief, and our post-processing turns it into clean, labeled datasets.

Collected during real conversations, workdays and shifts, with the noise, variety and context models meet in deployment. Every sample is tagged by country, domain and setting.

Our collaborators record to your brief with our own capture tools. Every sample clears automated checks, our post-processing and a human review before it reaches a dataset.

Tell us the languages, domains and modalities you need. We scope, collect and deliver a private dataset that keeps growing. Start with a sample.

Tell us what your models need to learn. We’ll put together a sample from the network, then scale it into a dataset that keeps growing.
Request a sample