When sourcing a capping machine, you must prioritize compatibility with your specific cap types (e.g., screw caps, ROPP, snap-on, or corks). Key technical metrics include capping speed (BPM - Bottles Per Minute), which should align with your filling line's capacity, and torque control accuracy to ensure seals are tight enough to prevent leakage but not so tight that they damage the threads. For automated lines, look for PLC control systems (like Siemens or Allen-Bradley) and stainless steel 304/316 construction for durability and hygiene.