The long tail of Indian API houses is the untapped mid-tier. PharmaDB filters the DMF cohort to the qualifiable suppliers below the volume leaders and surfaces them with inspection class, filing recency, and CEP overlap. The view rests on api_docs, legal_entities, inspections, and plant_accreditations. Refresh cadence is monthly.