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Visual understandingfor autonomy.

Manage fleet-scale visual robotics data. Mine for critical long-tail scenarios and curate datasets. Dataloading into training. Monitor live deployments.

6 CAMERAS · 1.24M CLIPS

Robots produce a lot of data.

99% of robot data is low value. Physical AI requires intelligent data mining and curation for challenging long-tail scenarios.

Find Scenarios.

MultiBase indexes all of your sensor data. Search for rare scenarios. Curate datasets for dataloading into training and evaluation.

Scenario · successful robot block stacking20 matches
MultiBase reviewing matched spans for a block-stacking scenario, with the wrist-camera replay and the reason each clip matched
Every match, its span, and why it matched

Better datasets. Faster interventions.

IN
Live feed
Archive
Understanding layerEvery hour indexed, on every camera, with the reason it matched.
OUT
A training setso you train on yesterday's failures
An alertwhile it can still be fixed

INDUSTRIES

One data flywheel for autonomy.

01 / Mobility · Self-driving

Find rare interactions, stalled progress, and recovery behavior across routes, terrain, and changing operating conditions.

hard braking with phantom objects

We've never seen anything this good in this space.

HEAD OF AI · AGRICULTURAL ROBOTICS
6.4×FASTER TRAININGV-JEPA on Ego4D, 8× RTX Pro 6000. Baseline: PyAV over object storage.

Our Products.

DaftOPEN SOURCE · APACHE-2.0

The multimodal data engine underneath everything we do. It is open source, and it runs in production at hyperscale companies and AI labs. If you only need to process multimodal data at scale, start here.

DAFT DOCS
MultiBasePRODUCT

Built on Daft, for teams whose next model is waiting on data. It reads what is inside your footage and turns it into training sets. It also watches the live feed for the failures you can still catch.

EXPLORE MULTIBASE

SEE MULTIBASE ON YOUR DATA

Bring us your hardest datasets.

Eventual — Understand everything your cameras see