​Medicine formulation development and manufacturing before clinical trials is a major source of inefficiency and waste in the pharmaceutical pipeline. It often takes months or years to develop and scale up formulations, with unpredictable product performance leading to stability or clinical bioavailability failures. ​Advances in digital molecular modeling, AI/ML tools, mechanistic pharmacokinetic modeling, and advanced analytics now offer a unique chance to transform this process. By harnessing expertise across industry, research, and academia, we can create an end-to-end digital formulation capability to design, predict, and maximize clinical success.

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