One of the stranger AI infrastructure trades right now: A component that costs fractions of a cent is becoming a meaningful bottleneck inside multimillion-dollar AI racks. MLCC content rises from roughly $1,530 in GB300 to $4,320 in VR200. But the investment case is not simply "capacitors are scarce." Most MLCCs are not scarce. The shortage sits in a narrow band of high-capacitance, low-inductance parts that can survive the voltage, thermal and power-delivery requirements of AI accelerators. That creates a much more interesting question: Who actually captures the economics? 1. Murata has the strongest strategic position. 2. SEMCO is showing the clearest earnings conversion. 3. Taiyo Yuden is arguably the cleanest directional exposure. Same bottleneck, three very different equity setups. That is the part I think investors should focus on. (companies exposed to MLCC, from @tessara_ai)