Identify the application envelope
The request begins with vehicle platform, service environment, target category, and any known fitment constraints. For Driveline & Clutch Parts, the team looks for pressure plate, friction disc, bearing, CV joint, or transmission-adjacent context. For Cooling System Parts, the first pass captures radiator, water pump, thermostat, fan clutch, and hose-neck requirements.