Alternative precursor messenger RNA splicing is instrumental in expanding the proteome of higher eukaryotes, and changes in 3′ splice site (3'ss) usage contribute to human disease. We demonstrate by small interfering RNA–mediated knockdowns, followed by RNA sequencing, that many proteins first recruited to human C* spliceosomes, which catalyze step 2 of splicing, regulate alternative splicing, including the selection of alternatively spliced NAGNAG 3′ss. Cryo–electron microscopy and protein cross-linking reveal the molecular architecture of these proteins in C* spliceosomes, providing mechanistic and structural insights into how they influence 3'ss usage. They further elucidate the path of the 3′ region of the intron, allowing a structure-based model for how the C* spliceosome potentially scans for the proximal 3′ss. By combining biochemical and structural approaches with genome-wide functional analyses, our studies reveal widespread regulation of alternative 3′ss usage after step 1 of splicing and the likely mechanisms whereby C* proteins influence NAGNAG 3′ss choices.