SmartForm Twin: Predictive Digital Twin for Intelligent Formulation Design

Imagine a virtual lab where formulation teams can simulate in‑vitro behavior, predict solubility in complex systems, and explore “what‑if” scenarios before running a single experiment. Today, no tool connects formulation, solubility and in‑vitro performance in one predictive environment. We want to build it.

SmartForm Twin aims to eliminate slow trial‑and‑error cycles, reduce material waste, and radically accelerate decision‑making by showing instantly how changes in excipients, solvents, pH or polymers impact performance.

We seek to collaborate with start-ups that bring:

• Experience in computational modeling, chemical AI, or applied thermodynamics.

• Ability to integrate ML + physics + experimental data.

• Capability to build a modular, user‑friendly, and scalable platform.

• Clean, functional interfaces designed for scientists and formulators.

• Replicable, explainable, and validated processes.