In specialty pharma, publicly reported prescription volume data (IMS/Symphony weekly Rx counts) systematically overstates net revenue by the gross-to-net discount rate — typically 40-60% for branded products. Rebates, co-pay assistance programs, specialty pharmacy fees, and chargebacks consume half of gross revenue before anything reaches the income statement. Investors who track "Rx growth = revenue growth" will consistently over-model net revenue. The structural check is net revenue per prescription: if this metric is stable or improving as volume scales, growth is genuinely demand-driven; if it's declining, payer mix or formulary degradation is silently compressing the economics.
When analyzing any specialty pharma: (1) Always obtain the gross-to-net ratio and apply it to external prescription volume data before modeling net revenue. (2) Track net revenue per Rx across quarters — deterioration is an early warning of payer pushback or formulary displacement. (3) Don't treat 91% gross margins in isolation; validate that the GTN haircut is stable, not expanding. A company can show high gross margins while the underlying GTN dynamics are quietly eroding unit economics.