Research teams waste time reconstructing past experiments and comparing model variants.
Create a Git-like system for ML that automatically logs hyperparameters, data slices, and performance metrics.
Sell to AI labs and corporate research teams as enterprise SaaS.
Start with basic experiment tracking before adding collaboration features.
The risk is established players adding similar features to existing platforms.