Eukaryotes express at least three RNA polymerases (Pols) carry out transcription, while bacteria and archaea use only one. Using transient state kinetics, we have extensively examined and compared the kinetics of both single and multi-nucleotide additions catalyzed by the three Pols. In single nucleotide addition experiments we have observed unexpected extension products beyond one incorporation, which can be attributed to misincorporation, the presence of nearly undetectable amounts of contaminating NTPs, or a mixture of the two. Here we report the development and validation of an analysis strategy to account for the presence of unexpected extension products, when they occur. Using this approach, we uncovered evidence showing that non-cognate nucleotide, thermodynamically, competes with cognate nucleotide for the active site within the elongation complex of Pol I, ΔA12 Pol I, and Pol II. This observation is unexpected because base pairing interactions provide favorable energetics for selectivity and competitive binding indicates that the affinities of cognate and non-cognate nucleotides are within an order of magnitude. Thus, we show that application of our approach will allow for the extraction of additional information that reports on the energetics of nucleotide entry and selectivity.