Neptune AI provides the purpose-built experiment tracking solution for training foundation models. The platform monitors thousands of per-layer metrics—losses, gradients, activations—with no lag or missed spikes. Researchers visualize training progress in real-time, drill into logs, and debug issues quickly. Teams working with large language models and other foundation models appreciate Neptune's ability to handle massive-scale experiments while maintaining visibility into model behavior and training stability.