Graphviz offers four specialized layout engines—dot, neato, twopi, and circo—each optimized for different graph structures: dot for hierarchical directed graphs, neato for force-directed networks, twopi for radial layouts, and circo for circular topologies. Understanding these engines and testing them in browser-based editors helps software architects create clearer, more readable diagrams without node overlaps and crossing lines.