Nonclinical toxicity testing in rodent and nonrodent models often fails to predict human pharmacological responses, and the reliance on poorly characterized biomaterials hinders clinical translation in drug development. To address these limitations, we engineered a human serum albumin methacryloyl (HSAMA) cryogel system incorporating key liver extracellular matrix (ECM) components, collagen I (C) and fibronectin (F), to mimic the liver's architectural complexity. By co-culturing HepG2 and HUVECs within the HSAMA-CF cryogel, we created a three-dimensional, large-pore scaffold that facilitates critical hepatocyte-endothelial cell interactions essential for liver function and drug metabolism. Over extended culture periods, the HSAMA-CF cryogel significantly enhanced liver-specific functions, including elevated albumin production, increased urea secretion, and upregulated expression of hepatic functional genes. Notably, the co-culture model successfully detected multiple hepatotoxic phenotypes-such as elevated transaminase levels, hepatocyte damage, and steatosis-following exposure to known hepatotoxins like fialuridine and acetaminophen. This HSAMA-CF co-culture system may represent a robust in vitro platform for liver toxicity assessment. By closely mimicking human liver physiology and drug responses, it might offer a promising alternative to traditional animal models, potentially improving drug safety evaluations, reducing reliance on preclinical animal testing, and minimizing risks associated with clinical drug development.