Data normalization
Use a shared vocabulary for carriers, products, jurisdictions, dates, statuses, filing types, and rate fields while retaining the original record.
Connected today
Search filters and result fields use current metadata and filing producers. The published definitions route binds to the product-inward dictionary when current.
Boundary Not inferred from the design
Normalization is not source truth. Ambiguous resolution, absent fields, and not-observed values are not silently converted into a confident match or zero.
How evidence moves
Source facts can be normalized or calculated, model output remains labeled, inference stays distinct, and a person’s conclusion remains attributable to that person.
Observed public record.
Mapped with its source retained.
Derived on a named basis.
Classification, not observation.
Hypothesis, not filing intent.
Human-authored judgment.