Vaccination is highly effective in preventing human papillomavirus (HPV) infection, but traditional pseudovirion-based neutralization assays (PBNA) are technically demanding, labor-intensive, and costly, limiting their use in multivalent vaccine studies. We developed and validated an automated, high-throughput PBNA in a 384-well format that quantifies neutralizing antibodies against 15 HPV types using triple-color pseudotyped viruses. Non-interfering type triplets were defined from cross-neutralization assays of serum against pseudotyped viruses, enabling simultaneous detection of three fluorescence signals per well. The workflow integrates a cap-decapper, semi-automatic sample addition and dilution, and a microplate stacker with automated imaging to reduce hands-on time. The 384-well method showed strong concordance with the conventional 96-well PBNA while increasing daily sample throughput by approximately 6.7-fold, reducing assay duration (including ~4-fold faster imaging), and lowering reaction volume by ~5-fold. Analytical validation demonstrated acceptable specificity, accuracy, repeatability, linearity and robustness for high-throughput use. Serostatus cutoff values were established in an age-appropriate female population to support classification of positive versus negative sera. This platform provides a scalable tool for evaluating neutralizing antibodies after natural infections or vaccination and is well suited for large clinical trials and the development of next-generation and multivalent HPV vaccines.