Pairwise congruence among gene trees varied greatly between and within studies.
ASTRAL-based coalescent analyses generally outperformed MP-EST and STAR.
Subsampling most congruent gene trees may reduce gene-tree-error artifacts.
We present a script to automate the subsampling process.
Multiple tree-search replicates should be implemented for MP-EST analyses.