PARMAP, a pan-genome-based computational framework, successfully predicts antimicrobial resistance in Neisseria gonorrhoeae, Mycobacterium tuberculosis, and Escherichia coli. It identifies both known and novel AMR-associated gene alleles, including mutations in genes like GYRA, GYRB, ACNB, and PDXJ, which are linked to ciprofloxacin resistance.