FastCompChem aims at improving drug discovery through accurate quantum chemical methods. With very high rates of attrition due to safety concerns, having early accurate predictions of possible toxic effects will dramatically improve the process of drug discovery. Ultimately, only compounds with good safety profiles should proceed to clinical trials. FastCompChem is developing quantum computational toxicology tools for early stage drug discovery.