Chemists worldwide encounter new synthetic challenges daily, particularly in contract development and manufacturing organizations (CDMOs) where they often lack background knowledge about target molecules and previously employed synthetic routes. The demand for modified or new routes is also common due to various technical, intellectual property, regulatory, and environmental factors. In such cases, experience, deep knowledge, and intuition play crucial roles in determining the plausibility of finding new routes or improving existing ones.