Abstract Background Nonalcoholic fatty liver disease (NAFLD) is on the rise in Western industrialized countries and associated comorbidities like e.g. cirrhosis are a major cause of liver transplantations in the USA. In NAFLD, excess fat is accumulated in the liver whereas this build-up is not caused by alcohol. NASH (nonalcoholic steatohepatitis) and NAFL (nonalcoholic fatty liver) are two forms of NAFLD. NAFL represents a stage of the disease in which the liver does not exhibit major signs of inflammation or damage, while NASH does. NAFL does not necessarily progress to cause liver damage. NASH on the other hand may cause fibrosis and lead to cirrhosis with a risk of progression into liver cancer. Since NAFLD shows a prevalence of over 24-25% in both the USA and Europe, diagnosis moves more and more into focus. The current gold standard for NASH diagnosis is liver biopsy, and NAFLD as such can also be diagnosed by ultrasound and MRI, among others. A quest for biomarkers is ongoing to develop blood tests that allow NAFLD diagnosis by immunoassays for example. We have developed high affinity and specificity antibodies against four highly discussed marker proteins for NAFLD: RBP4 (Retinol Binding Protein 4), FGF21 (Fibroblast Growth factor 21), CHI3L1 (Chitinase-3-like protein 1) and PAI-1 (Plasminogen activator inhibitor-1). All four markers are discussed to be elevated in NAFLD patient serum. Methods We characterized the developed anti-RBP4 and anti-FGF21 antibodies via an in-house developed Chemiluminescence Immunoassay (CLIA). Results We have determined the limit of quantification (LoQ), limit of detection (LoD) and linear range of measurable concentrations for our antibody pairs. We further conducted spike and recovery experiments showing the precision of the developed antibodies against RBP4 and FGF21. Conclusions Together, we present antibody pairs for RBP4 and FGF21 suitable as a part of a diagnostic panel that has high potential to be applied in the diagnosis of NAFLD.