Reformulating products is slow, expensive, and limited by testing capacity, supplier instability, and shifting regulations. This eBook explains how Science-Based AI accelerates ingredient replacement by using science-informed models to predict performance, screen alternatives, and generate improved formulations in minutes. It also outlines the five drivers behind ingredient replacement, why traditional reformulation methods fail, and how NobleAI’s VIP Platform enables rapid, data-efficient prediction, inverse design, and a dedicated Ingredient Replacement workflow to deliver safer, more sustainable, higher-performing products with less risk.

Readers will learn:

• The five core drivers that trigger ingredient replacement
• Why traditional reformulation methods create delays, cost overruns, and bottlenecks
• How Science-Based AI predicts performance and identifies viable alternatives faster
• How the VIP Platform uses data-efficient modeling to support complex formulation decisions
• How inverse design and the Ingredient Replacement job streamline screening and optimization
• How teams can reduce regulatory and safety risk through more informed ingredient selection
• How AI-driven workflows shorten development cycles and improve product outcomes