60+ years of engineering risk analysis, applied to biology for the first time. Build the logic. Test it. Trace every output to its source.
See the process ↓Genes, proteins, pathways from KEGG, CTD, RGD, GEO and published literature. LLM extracts structured relationships. Human experts validate every connection.
Disease decomposed to the gene level: why it breaks, what matters most, where uncertainty lives. Drug interactions modeled through absorption, distribution, metabolism, excretion.
Every branching outcome gets a probability: what happens if you act, what succeeds, what fails, what causes harm. Billions of scenarios, traced to logic.
Every number traces to a specific gene, paper, or database entry. Nothing is a black box. Built for regulatory audit from day one. FDA MIDD-aligned.
Every molecular target ranked by quantified impact on disease risk. Not opinions. Importance measures traced to published evidence.
Drug A vs B vs combo. Full branching outcomes.
Minimal molecular failure combinations.
Success, partial, failure, harm with confidence.
Where the model is weakest. Where data matters most.
Change any input, see the full cascade.
Every decision in drug development can be framed as a risk question. VRM gives you the logic to answer it.
Select a question above.