Combinatorial synthesis is extensively used in drug development and lead optimisation. However, this approach has rarely been used for positron emission tomography because of limitations in available technologies. [11C]Carbon monoxide is amenable to combinatorial synthesis in transition‐metal‐catalysed reactions because it can react with a wide variety of electrophiles and nucleophiles, which opens up the possibilities for combinatorial radiochemistry. Herein, we exemplify the combinatorial approach by 11C‐labelling a library of epidermal growth factor receptor inhibitors. The selection of candidates was guided by molecular docking. Epidermal growth factor receptor is overexpressed in a variety of tumours, and it has become an important drug target. The 11C‐labelling reactions were performed using four substituted vinyl iodides and three different 4‐anilino‐6‐aminoquinazolines using a palladium‐mediated reaction with [11C]carbon monoxide using a single set of reaction conditions. In total, 12 labelled acrylamide derivatives were radiolabelled and obtained in 24–61% decay‐corrected radiochemical yield (from [11C]carbon monoxide). Starting from 5.6 GBq [11C]carbon monoxide, 0.85 GBq of formulated N‐[4‐(3‐bromo‐phenylamino)‐quinazolin‐6‐yl]‐acryl[11C]amide [11C]12da was obtained within 47 min from end of bombardment (specific activity of 60 GBq µmol−1). This strategy is an example of how [11C]carbon monoxide can be utilised in the labelling of libraries of drug candidates and positron emission tomography tracers for in vitro and in vivo testing.