Gene therapy promotes the expression of missing or defective genes and can be curative following administration of a single dose. Gene therapy is prohibited in equine athletes by regulatory bodies due to the high potential for abuse and novel analytical methods are needed for detection. The goal of this study was to detect the administration of an experimental gene therapy: a recombinant adeno‐associated viral vector (rAAV) carrying a transgene for the anti‐inflammatory cytokine IL‐10 (rAAV‐IL10). Twelve horses were randomly assigned to receive an intra‐articular injection of rAAV‐IL10 or phosphate buffered saline (vehicle) into a middle carpal joint. Plasma and synovial fluid were collected on days 0, 1, 2, 4, 7, 14, 28, 56, and 84. Primer pairs were designed to detect two unique regions of rAAV. Using quantitative real time PCR, both sets of primers detected rAAV for 14–28 days in joints and up to 4 days in plasma, in all six treated horses. In synovial fluid, rAAV was detected on day 56 in 4/6 horses by both primer sets, and on day 84 in 1/6 horses by one primer set. In plasma, rAAV was detected for 7 days in 5/6 horses, 14 days in 2/6 horses, and 28 days in 1/6 horses by one primer set, and was detected for up to 14 days in 1/6 horses by the other primer set. This study is the first to validate that quantitative real time PCR can be used to systemically detect the local administration of a gene therapy product to horses.