Gut microorganisms metabolize azobenzene compounds (Ph1−N=N−Ph2) into free aniline products (Ph1−NH2+H2N−Ph2), a process that has been largely investigated to reduce dyes residues in the textile industry. However, the action of bacterial core enzymes such as azoreductases (AzoR) might also help to deliver prodrugs that become active when they reach the colonic region, a mechanism with potential applications for the treatment of inflammatory bowel disease (IBD) and colorectal cancer. So far, three azo‐bonded prodrugs of 5‐aminosalicylic acid (5‐ASA), for example, sulfasalazine, olsalazine and balsalazide, have been used for colon‐targeted delivery. The present contribution describes the first rational design of a novel azobenzene prodrug thanks to a computational approach, with a focus on linking 5‐ASA to another approved anti‐inflammatory drug. The resulting prodrugs were assessed for their degradation upon AzoR action. Replacing the original carriers by irsogladine is found to improve action.