SDGR is priced like a mixed-quality hybrid (software + lumpy drug discovery economics) with a near-term focus on renewals/scale-ups. The non-linear upside is less “new science” and more packaging + control: make the Python/API runtime the default execution surface for automated discovery, sell enterprise governance (policy, reproducibility,
provenance), and expand wallet share via deeper
LiveDesign embedding. If SDGR executes this shift while keeping internal therapeutics spend disciplined (partnering/optioning), investors can underwrite both steadier software growth and less runway risk—supporting a higher forward revenue
multiple by 2031.