The low-risk Indian shortlist is the hard-filtered cohort of qualifiable suppliers. PharmaDB joins inspection class, active DMF coverage, and trade aggregates at the supplier entity so the three-leg filter is one query, not three. The view rests on api_docs, inspections, and company_trade_exports_by_molecule. Refresh cadence is weekly.