AIMS: Artificial Intelligence for Molecular Sciences

The material world is made of atoms and molecules. Hence, the study of molecules, or molecular sciences, is fundamentally important. The application of molecular sciences has been driving the progress of almost every field in natural science. In the past few decades, data and computation have become a powerful engine (known as in silico) for advancing molecular sciences. AIMS is IFI's innovative Web-based software solution that aims at the strategic intersection between artificial intelligence and molecular sciences or, in layman's terms, to connect bits and atoms.

AIMS currently supports two types of projects, introduced as follows.

Molecular Modeling

Interactive molecular dynamics allows users to design and perform computational experiments to test their own hypotheses. Play with a molecular dynamics simulation below to experience the power of computation in the browser!

Live model above (view in full screen) — Chrome or Edge recommended

With the visual analytics supported by techniques such as brushing and linking built in AIMS, users can explore quantitative structure–activity/property relationships (QSAR/QSPR) of molecules that they have collected. A well-known QSPR is the relationship between the boiling points and the carbon atom counts of alkanes (see this case study based on AIMS).

Drug Discovery

Small molecules represent an important type of drugs — 90% of all drugs sold on the global market are small molecules. The following example shows the process of screening an inhibitor to an HIV protease from a collection of small molecules using AIMS. Interactive molecular docking, currently under development, will allow users to validate a candidate molecule selected based on data science principles. For example, Lipinski's Rule of Five is implemented in AIMS as filters in the hyperspace of molecular properties as shown below.

Live model above (view in full screen) — Chrome or Edge recommended




Molecular dynamics
Ionic bonding
Covalent bonding
Diatomic molecules
Triatomic molecules
Linear alkanes
Cis-trans isomerism
Water in a nanotube
Face-centered cubic lattice
Body-centered cubic lattice
Diamond vs. graphite
Protein alpha helix
DNA double helix
Coarse-grained models

Educational Activities

Taming chemical data
Exploring activity cliffs
Molecular docking game
Drug hunting game


Adventure in Drug Discovery
Antibody Engineering


Privacy Policy
Terms of Service


This project is supported by the National Institutes of Health (NIH) under grant number R25GM150143 and the National Science Foundation (NSF) under grant number #2300976 Any opinions, findings, and conclusions or recommendations expressed in this material, however, are those of the authors and do not necessarily reflect the views of NIH and NSF. We thank EPAM Systems for providing the open-source Miew molecular viewer.