Industries & Applications

The model predicts universal photophysical properties, making it a structural fit for any industry that designs or employs molecular optical materials.

Focus Areas

Where we point it first

Different molecules, same problem: optical properties gate every downstream decision, and today they are found out too late. We have identified 27 validated use cases across these key sectors.

Pharma & Biotech

Analytical method planning, impurity profiling, ADC payload analytics, batch QC pre-screening.

Diagnostics & Bioanalytics

Fluorescent probe design and repurposing, turn-on response prediction, target-affinity co-screening.

CDMO & Process Chemistry

Photochemical process chemistry and ADC analytical method development support.

Specialty Chemicals & Optical Materials

UV absorbers, optical brighteners, and future novel materials.