Explainable outputs
Every ranking should have readable rationale.
Mission & values
The principles guiding how we design matching workflows and decision support.
Constraints first
Hard requirements are not hidden in late-stage review.
Human oversight
People validate, challenge, and approve outcomes.
Process consistency
Shared structures reduce ad-hoc evaluation noise.
Pragmatic delivery
Build what teams can operate day to day.