Compare moats
Up to three covered companies, band by band. Every call is a curated editorial judgment, never a disclosed figure — and every band carries its cited basis.
| Bloom Energy | United Microelectronics Corporation | Duolingo | |
|---|---|---|---|
| Moat rating | narrow FY2025 10-K (Item 1, filed 2026-02-09): a proprietary solid-oxide platform protected by 380 active U.S. utility patents plus 183 pending, with speed-to-power the company says can deliver onsite power 'within approximately 90 days' — real but contested advantages: the same 10-K's Item 1A calls distributed generation and hydrogen 'still emerging markets' whose acceptance is uncertain, and revenue concentration was 43%/13%/12% across three customers in FY2025 (sec.gov/Archives/edgar/data/1664703/000162828026006516/be-20251231.htm). | narrow The FY2025 20-F Competition section cuts both ways: UMC calls itself "one of the world's largest independent semiconductor foundries" with production capacity "currently among the largest of all semiconductor foundries in the world" and says it believes it competes favorably with competitors on each principal element of foundry competition, yet in the same section concedes that "[s]ome of our competitors have substantially greater production, financial, research and development and marketing resources than we have" and that "several new dedicated foundries have commenced operations and compete directly with us," whose entry is "likely to initiate a trend of competitive pricing and create potential overcapacity in legacy technology" that "may erode our profit margins." A real but bounded advantage, not a durable wide one. | narrow Wide is ruled out by the company's own Item 1A, which concedes "low switching costs" and that "Low barriers to entry allow start-up companies with lower costs and less pressure for profitability to compete with us." It sits well above none because Q4 DAUs grew 30% to 52.7M, DAU/MAU rose to 39.6% from 34.7%, and marketing took only 12% of FY2025 revenue, though that ratio was flat versus FY2024 and gross margin fell to 72.2% from 72.8%. It stays narrow rather than eroding because Q1 FY2026 DAUs and paid subscribers each grew 21%. |
| Moat type | intangibles ip The FY2025 10-K states 'Intellectual property is an essential differentiator for our business' and details 380 active U.S. utility patents, 252 active international patents, trade secrets around cell printing, and a purpose-built copy-exact Newark manufacturing facility — the moat rests on proprietary solid-oxide technology and manufacturing know-how, not network effects or locked-in customers (Item 1, Intellectual Property / Manufacturing Facilities). | intangibles ip The 20-F states plainly that "Our success depends on our ability to obtain patents, licenses and other intellectual property (IP) rights covering our production processes and activities," and reports more than 16,700 patents worldwide as of December 31, 2025, of which more than 7,490 are in the U.S., 623 domestic and foreign patents granted in 2025 alone, NT$17,725 million of R&D (7.5% of operating revenues) and 1,591 R&D professionals. The Competition section names where UMC believes it wins: it competes favorably "particularly [on] our technical competence and research and development capabilities." The proprietary specialty-process library, not scale or a network, is the cited source of the advantage. | intangibles ip The intangible is the consumer brand, not patents: Item 1 says "For many, Duolingo has become synonymous with language learning" and that growth is "organic, primarily driven by word-of-mouth and brand buzz," while the IP section discloses only "two patent applications." Switching costs are ruled out by the filing's own "low switching costs" caption. The data-scale support is the filing's own characterisation, and the brand is admittedly damageable: an April 2025 AI memo "may have contributed to unfavorable publicity, adverse impacts on the Company's brand and social media presence, and a deceleration in user growth." |
| Leadership | clear leader Scoped to fuel-cell-based onsite power for datacenters: Energy Changemakers (2026-07-04) positions Bloom as the market leader in fuel-cell deployment for AI datacenters — Brookfield framework expanded $5B→$25B, Oracle up to 2.8 GW, Equinix 100+ MW across 19 US datacenters, AEP gigawatt-scale — with FuelCell Energy the named challenger at smaller aggregate scale (~450/380/360 MW deals). In onsite power broadly (vs. turbines and engines) Bloom is one option among several (energychangemakers.com/fuel-cells-gain-ground-in-data-centers/). | fast follower UMC describes a deliberate follow strategy in the 20-F: it intends "to avoid investments in technologies that do not present commercial potential for volume production" and believes "it is beneficial to defer investment in premature equipment needed to claim the earliest advanced technology and instead to purchase more advanced and less expensive versions of such equipment from vendors who design this equipment based on pre-production lessons learned from the earliest technology." The node ladder bears this out: the most advanced process in production in 2025 is Fab 12A's 0.014 micron, wafers at 14 nanometers and under rounded to 0.0% of wafer sales in each of 2023, 2024 and 2025, and the next rung — UMC's own 12nm FinFET process, which Intel replicated in 2025 "based on our electrical design rules and UMC-verified process" for manufacture at its Arizona fab — is only "expected to begin in 2027." | clear leader Leadership holds within consumer app-based language learning, anchored on one externally checkable claim in Item 1: the app "is also the top-grossing app globally in the Education category on both Google Play and the Apple App Store," with "over 250 total language courses to more than 130 million monthly active users" as of 2025-12-31. The broader "leading market position" claim is the filing's own characterisation, and no third-party share statistic appears anywhere in the 10-K, so a band is recorded and no percentage transcribed. The band does not extend to assessment, literacy, math, music, chess or offline learning, where the filing claims no position. |
| Pricing power | moderate Q2 2026 release: GAAP gross margin 33.4%, up 668 bps YoY, with 34.3% non-GAAP and raised FY26 guidance of ~34% non-GAAP gross margin — margin expansion during a supply-constrained turbine market suggests real but cyclical pricing leverage; the FY2025 10-K frames the core competition as grid electricity and combustion OEMs on cost, which caps pricing through the cycle (sec.gov/Archives/edgar/data/1664703/000162828026050150/ex991_q226financialresults.htm). | weak The 20-F claims no premium — "our current level of pricing is comparable to that of other leading foundries in each respective geometry" — and reports that 2025 average selling price declined 5.4%, driving gross margin down from 32.6% in 2024 to 29.0% in 2025 even as 12-inch-equivalent wafer shipments rose from 3,446 thousand to 3,870 thousand and average capacity utilization improved from 68.7% to 75.2%. It also notes that "[p]rices for wafers of a given level of technology generally decline over the processing technology life cycle." | weak Every mechanism is cost, mix or volume, never price. FY2025 gross margin fell to 72.2% from 72.8% on "increased AI costs used in features like Video Call" and an advertising mix shift; the Q1 FY2026 gain to 73.0% came from "continued reductions in per-unit AI costs," with margin guided to about 71.0% in Q2 and "approximately 69.0% by Q4." The filing concedes it "may not be able to fully offset such higher costs through price increases." Subscription revenue rose 44% to $873.4 million "primarily due to an increase in the average number of paid subscribers," and the cap is self-imposed: "We intentionally do not put our learning content behind a paywall." |
| Summary | Bloom's edge is a single solid-oxide platform — 'cell printing, stack assemblies, and column configurations' — that serves both the Energy Server and the Bloom Electrolyzer, protected by 380 active U.S. patents and decades of materials know-how (FY2025 10-K, Item 1). Against its practical competition — grid power, gas reciprocating engines, small gas turbines, and other fuel-cell chemistries (PEM/MCFC/PAFC) — the 10-K claims higher efficiency, no combustion, 99.9% fleet availability on post-2020 non-redundant installs, and deployment in weeks-to-months while turbine OEMs are supply-constrained. That time-to-power window is currently being monetized in AI datacenters: the Q2 2026 release (2026-07-28) reported record revenue of $1,065.4M (+165.5% YoY) and management said all major U.S. hyperscalers have 'validated and approved' Bloom, calling it 'a standard for AI onsite power.' The moat is rated narrow, not wide: the 10-K's own risk factors stress that distributed generation is an emerging market with uncertain acceptance, three customers were 43%/13%/12% of FY2025 revenue, and industry coverage (Energy Changemakers, 2026-07-04) shows FuelCell Energy signing deals of comparable scale — the advantage is a technology-and-execution lead that rivals and turbine capacity additions can compress, not a structural lock. | UMC's durable asset is a proprietary mature- and specialty-node process library — 55/40/28/22nm embedded memory for MCU and automotive, 55/40/28/22/14nm embedded high-voltage for display drivers, 110/55nm BCD for power management, 55/28/22nm BSI-CSI for image sensors and 110/90/55/40nm RF-SOI — backed by more than 16,700 patents worldwide at end-2025 and 7.5% of revenue spent on R&D. That library keeps a concentrated customer base qualified into UMC's fabs (top ten customers were 57.0% of 2025 operating revenues; Texas Instruments, Intel, MediaTek, Realtek and Novatek are named as primary customers). What it does not buy is price: 2025 average selling price fell 5.4% and gross margin fell from 32.6% to 29.0%, while the filing warns that new dedicated foundries are likely to initiate competitive pricing and overcapacity in legacy technology. | Duolingo's moat is essentially one asset — a consumer brand strong enough that the filing claims people "search for the term 'Duolingo' much more often than 'learn Spanish'" — sitting on real but not defensive scale. It converts into economics through organic acquisition: sales and marketing took 12% of FY2025 revenue while Q4 DAUs grew 30% to 52.7 million and DAU/MAU rose to 39.6% from 34.7%. It is not wide, because the company supplies both disqualifiers itself: "low switching costs" and "Low barriers to entry allow start-up companies with lower costs and less pressure for profitability to compete with us." Width and pricing power diverge: Duolingo will not price against its own free product, grows subscription revenue by adding subscribers ($873.4 million, up 44%), and guides gross margin down to roughly 69% by Q4 FY2026 "as AI feature use expands in our products." |
| Chain position | Onsite prime-power supplier to AI infrastructure: per the FY2025 10-K, AEP is procuring up to 1 GW of Bloom fuel cells for AI datacenter loads, Brookfield established a financing framework (up to $5.0B over five years at signing, per the 10-K) housed in an AI Infrastructure Fund, and SK ecoplant (a ~2.5% Class A holder) distributes and co-assembles in Korea; the Q2 2026 release adds that all major U.S. hyperscalers plus over a dozen neoclouds, AI labs, and colocation operators have approved Bloom's systems. | Mature- and specialty-node wafer supplier: 2025 wafer sales were 41.4% communication, 30.6% consumer and 11.6% computer, with the AI tie indirect — 2.5D silicon interposers with deep-trench capacitors shipped to major customers for HPC, cloud computing and LLM applications. | A consumer AI application and net buyer of model inference. The filing ties its margin line directly to inference cost, attributing the FY2025 subscription gross-margin decline to "increased AI costs used in features like Video Call" and guiding margin to approximately 69.0% by Q4 FY2026 "as AI feature use expands," while the Q1 FY2026 beat came from "reductions in per-unit AI costs." |
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| Long-horizon vote | +0.20 at weight 0.20 · swarm bullish Editorial prior, not backtested. | -0.01 at weight 0.20 · swarm neutral Editorial prior, not backtested. | +0.13 at weight 0.20 · swarm bearish Editorial prior, not backtested. |