Train better AI models.
Collaborative data management platform for your training data. Designed for the next generation AI models.
Your data is working against you
Burned GPUs, flat eval
Another training run. Another invoice. The benchmark barely moved — and the only explanation left is the data you never really inspected.
No shared inventory
Training data lives across drives, Hugging Face links, and one engineer's laptop. Ask twice, get two different inventories.
Eval looked fake
Near-copies of the eval set rode along in training. Staging celebrated. Users saw the model collapse the moment the prompt wasn't a replay.
The pipeline is a person
The filters, the judgment calls, the “final_FIXED” script — all in someone's head. They leave Friday. Monday the next run is a coin flip.