Half the compute for the same model. A sealed verdict, timestamped before the training run, that says whether curating data toward your target will pay. Measured on real corpora, checked against every run.
A pilot for teams that train at the frontier: a verdict before the compute is spent, benchmarks for every claim, and a service with a reference client and documentation.