Step 5: “Dynamic data-driven identification workflow that generates context-aware options from structured product data.” Step 6: “Automated entity-resolution workflow validating subjects, teams, attributes, and structured metadata before database entry.” Step 7: “Trust-aware variant identification system designed to separate confirmed data from uncertain information and prevent false classifications.”