The rise of the transition‐metal‐mediated and/or catalyzed radiofluorination reactions has led us to investigate possibilities for the improvement of the radiolabeling yields of pinacol esters of arylboronic acids (arylBPin) in the presence of Cu(OTf)2(py)4. Addition of small amounts pyridine to the reaction medium with DMF as a solvent and [18F]F−/K222Cs+complex as [18F]fluoride source was shown to have a significant positive effect on the radiofluorination yields. The effect was investigated in depth using 4‐biphenylboronic acid pinacol ester as a model compound, with up to 20 % increase in radiochemical conversion observed at optimized conditions. Maximum effect was observed at pyridine‐to‐catalyst ratio of 30:1. The findings were applied to a representative electron‐rich ring systems that are traditionally difficult or impossible to radiolabel with nucleophilic fluoride, leading to products such as 2‐[18F]fluoroanisole and protected 4‐L‐[18F]fluorophenylalanine. Given the ever‐present pressure to develop new methods for introduction of fluorine‐18 into various substrates to facilitate easy and robust production of clinically‐relevant radiotracers for PET imaging we believe our findings can be of significant practical interest for radiofluorination of ortho‐substituted substrates in particular.