Dataset Lineage Map

Developers discover runaway LLM API costs only at month-end when the bill arrives because existing provider dashboards lack proactive anomaly detection

ML engineers lose track of which dataset version produced which model, making reproducibility and debugging nearly impossible

Engineers submit fine-tuning jobs without knowing the cost upfront and receive bills far higher than expected, especially when re-running failed or misconfigured jobs