Advanced Energy Industries

Intangible assets: strong brand in precision power and large patent base; non‑GAAP R&D spend was over $230 million in 2025 (about low‑ to mid‑teens of revenue), supporting continued innovation in RF plasma, high voltage, and system power.

Score: 80. Switching costs: deep design‑ins with wafer‑fab equipment OEMs and with hyperscale data center platforms; requalification is costly and slow, creating stickiness through multi‑year product cycles. Score: 85. Network effects: limited direct network effects, though installed base and service do aid retention.

Score: 45. Cost advantages: scale purchasing, multi‑site manufacturing, and factory footprint optimization (exit from China, ramping Thailand) are lifting gross margin toward a >43 percent long‑term target; still, data center power is inherently more price competitive.

Score: 70. Efficient scale: RF plasma power for semi equipment is served by a handful of global specialists; AE and a few peers (for example MKS ENI, TRUMPF Hüttinger, Comet) dominate key niches, deterring new entrants.

Score: 80. Weighted view: multiple overlapping moats with high durability in Semi, partially diluted by tougher price dynamics in Data Center power.