Introducing MedChemify: Drug Discovery Education, Reimagined
When we started MoleculeInsight almost two years ago, the idea was to make drug discovery concepts more accessible. We wrote about molecular interactions, hit discovery, how drug discovery programs actually get started, the promise and challenges of molecular glues, and other topics.
Every article came from the same place: a frustration that too much of this knowledge is either locked behind slide decks buried in a cloud storage somewhere, or passed down informally inside project teams.
But over time, we kept running into the limits of what a blog post can do. We could explain what LogP means. We couldn't let someone play with a molecule and watch its properties change. We could describe how ADME works. We couldn't show someone an animated cascade of a drug being absorbed, distributed, metabolised, and eliminated, and let them see exactly where things go wrong.
That's what led us to build MedChemify.
The Gap We Kept Seeing
Most drug discovery professionals have sat in more project meetings than they can count where non-chemists, AL/ML scientists, and project managers were expected to follow discussions about medicinal chemistry, SAR discussions, ADME, clearance, metabolic stability, and multi-parameter optimisation.
Most of them were smart people doing their best. But they'd never had a proper grounding in these concepts, and honestly, where would they have got one? University courses assume you're doing a chemistry degree. Textbooks are dense and theoretical. There's nothing designed for the working professional who needs to understand this stuff well enough to contribute meaningfully in a cross-functional team.
And it's not just non-chemists. Even for chemists, a lot of the practical, applied drug discovery knowledge (how to think about multi-parameter optimisation, how ADME data connects to clinical outcomes, how to read an SAR table and quickly spot patterns) isn't taught well anywhere outside of years of on-the-job experience.
What MedChemify Is
MedChemify is an interactive, web-based learning platform covering medicinal chemistry, ADME, and drug discovery. It's structured as a five-level curriculum that takes you from the basics of molecular structure through to metabolism, clearance, and multi-parameter optimisation.
The bit we care about most is the interactivity. Every concept is taught through animations, interactive molecule viewers where you can dissect real drugs like osimertinib, olaparib, atorvastatin, and more, and animated ADME cascades, SAR heatmaps that make pattern recognition intuitive, and 3D protein-ligand viewers built from real X-ray crystallography and cryo-EM data. We wanted it to feel nothing like reading a textbook.
There are over 1,000 practice questions with detailed explanations, progress tracking with mastery scores and radar charts, and completion certificates for each level. Lessons are designed to take 5 to 10 minutes, so it fits into a busy schedule.
Who It's For
We had three groups of people in mind when designing the curriculum.
Non-chemist professionals such as biologists, pharmacologists, AI/ML scientists, data scientists, project managers. People who work alongside medicinal chemists every day and need to understand why a compound was deprioritised for poor metabolic stability, or what it means when the LogP is high. MedChemify gives them that fluency without requiring a chemistry degree.
Students and job seekers preparing for exams, drug discovery interviews, or their first industry role. If you've got an interview coming up and want to feel confident talking about SAR, ADME, and how drugs are actually designed, this gives you a structured way to prepare.
Early-career chemists who want to sharpen their practical knowledge or refresh specific topics. The later levels cover ADME, pharmacokinetics, and multi-parameter optimisation, which is directly relevant to day-to-day drug discovery work.
The Five Levels
The curriculum is designed to build on itself:
Level 1: Foundations of Molecular Structure. Atoms, electrons, bonds, and how to read molecular diagrams. This level is completely free, so you can try the platform before committing to anything.
Level 2: Functional Groups in Drug Discovery. The chemical groups that define how drugs behave, taught through real drug examples.
Level 3: Molecular Interactions. How drugs bind to their targets at the molecular level, with 3D structure viewers built from real experimental data.
Level 4: PhysChem & ADME I. Lipophilicity, solubility, permeability, absorption, distribution, and drug-likeness rules.
Level 5: PhysChem & ADME II. Metabolism, clearance, formulation, and multi-parameter optimisation.
Free Tools
One feature we're really proud of is the PhysChem Calculator. It's completely free with no signup needed. You can draw a structure or paste a SMILES string and instantly get molecular weight, LogP, TPSA, QED score, Lipinski and Veber rule checks, and structural alerts highlighted directly on the molecule. There's also a free chemical sketcher built in. These are the kind of quick tools we always wished we had at our desk when triaging compounds.
Keeping It Accessible
We wanted to make sure there's real, useful content available to everyone regardless of budget. Level 1 is free forever. The PhysChem Calculator and sketcher need no signup at all. Full access to all five levels is a flat $65 per year, which is less than a single medicinal chemistry textbook.
From Molecule Insight to MedChemify
In a way, MedChemify is what MoleculeInsight was always building towards. The blog has been our place to write about drug discovery in long form, and that's not changing. But MedChemify takes the same philosophy (clear, accessible, grounded in real science) and makes it interactive.
If you've been reading MoleculeInsight and finding the articles useful, we think you'll find MedChemify takes things to a level that a blog post simply can't reach.
What's Next
We're continuing to build out the content. There are case-study modules in the pipeline where you'll work through real drug discovery stories, following the decisions that led to actual marketed drugs. The goal is for MedChemify to become the place people go when they want to truly understand the science of drug discovery, not just memorise it.
If you work in drug discovery, or you're a student preparing to break into the field, we'd really appreciate you giving it a try. Most of Level 1 is free. Have a look around and let us know what you think.