Equbits provides software that helps scientists at pharmaceutical companies accelerate drug discovery. Equbits applies advanced machine learning techniques to QSAR predictive modeling in a easy to use, intuitive software application geared towards HTS and ADME chemists. The firm is a predictive modeling software company providing the most accurate predictive modeling tools available in an automated and interpretable manner, giving people and organizations the results they need. Equbits develops software that helps predictive modelers with challenging modeling problems. Equbits brings together expertise from the rational drug design arena, software applications development industry, and the field of machine learning theory. New technologies were not entering the biopharmaceutical industry at a pace that met scientist's needs. The industry has been inundated with products yet most software applications remain behind the curve on machine learning side. The latest methods were not being applied to the domain. Equbits was formed to bring the latest predictive modeling technologies to scientists in an easy to use software application that makes results easy to interpret and analyze.