A specialty chemical manufacturer needed early visibility into the cost, tariff, and emissions impacts of complex molecules with no established manufacturing baseline. Muir applied retrosynthesis to analyze multiple synthesis routes, surface precursor-level tariff exposure, and quantify process-driven emissions, enabling faster pathway comparison, build-vs-buy decisions, and forward-looking risk visibility before scale-up.