A tool for accurate functional characterization of metagenomic samples that improves over existing nucleotide and protein alignment solutions. PALADIN provides order-of-magnitude improvements in efficiency over other tools, giving researchers unprecedented opportunity to gain detailed and novel insight into microbial communities.