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.
| United Microelectronics Corporation | MACOM Technology Solutions | Applied Digital | |
|---|---|---|---|
| Moat rating | 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 MACOM’s FY2025 10-K describes advantages that are real but contested. On the durable side: a catalog of “thousands of standard and custom devices” serving “over 6,000 end customers”; its own compound-semiconductor fabs (GaAs, GaN and InP) in Lowell, Research Triangle Park, Ann Arbor and Limeil-Brévannes; a Lowell fab accredited by the U.S. Department of Defense with “Trusted Foundry” status, in markets where “a domestic fabrication facility may be a requirement to be a strategic supplier”; and product life cycles of five to ten years, “with some of our products generating revenue for over 20 years”. On the limiting side, the same filing calls its markets “highly competitive”, names ADI, Broadcom, Credo, Marvell, MaxLinear, Microchip, NXP, Qorvo, Semtech, Skyworks and Sumitomo among its significant competitors, “some of whom have greater financial resources and scale than us”, adds “increased competition from Chinese companies”, sells “primarily on a purchase order basis” with no minimum purchase commitments, and warns that “the ASPs of our products may decrease over time”. Its income statement reports gross profit of $385,797 thousand on revenue of $648,407 thousand in fiscal 2023, $393,773 thousand on $729,578 thousand in fiscal 2024 and $529,002 thousand on $967,258 thousand in fiscal 2025. Process know-how and defense accreditation that larger rivals can contest, product generation by product generation, is a narrow moat rather than a wide one. | none The FY2026 10-K (filed 2026-07-29) shows contracted revenue, not a demonstrated competitive edge. About 1,410 MW is leased under 15-year take-or-pay, non-cancellable base terms worth about $36.2 billion, but only about 100 MW of the roughly 1.5 GW that is contracted and either operating or under construction was operating and earning revenue at May 31, 2026, and Item 1A says "lessees may have the right to terminate applicable leases if there are significant delays in construction." Item 1A also concedes "We do not have the resources to compete with larger providers of similar products or services at this time," and the Competition section names 13 power-advantaged developers the company competes with. Signed leases give revenue visibility, but the filing does not show a durable advantage. |
| Moat type | 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 FY2025 10-K places the advantage in process and design know-how: “We continue to invest in proprietary processes, circuit design and packaging technologies”, “we utilize a broad array of internal, proprietary process technologies and commercially available foundry technologies”, and U.S.-based wafer fabrication “enables us to offer proprietary processes” and provides “a domestic source for U.S. I&D customers”. The filing itself says patents matter less than people: MACOM held 729 U.S. and 497 foreign issued patents as of October 3, 2025, but “we believe that our future success will be determined by the innovation, technical expertise and management abilities of our engineers and management more than by patent ownership”. Switching costs are the weaker candidate: long product life cycles help in Industrial & Defense, but sales are made on purchase orders and new business must be won through “a competitive selection process to develop semiconductors for use in our customers' systems, known in the industry as a ‘design win.’” | none The 10-K claims three advantages: power-advantaged sites (it believes securing power and interconnection ahead of demand is 'the principal constraint on new HPC capacity and a core differentiator for us from many of our competitors'), a standardized 'franchise-style' design, and hyperscaler master service and master telecom service agreements 'that are difficult to obtain.' The filing does not show any of them to be durable. Its Competition section says competition 'centers on securing and developing sites with access to large-scale, reliable, and cost-competitive power and interconnection' and names 13 power-advantaged developers going after the same leases, and Item 1A concedes it lacks the resources to compete with larger providers. Signed leases are take-or-pay and non-cancellable, so a tenant leaving for convenience owes 'the full remaining contractual value,' but that is contractual lock-in on each lease rather than a moat source, so no moat type is assigned. |
| Leadership | 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." | fast follower The only independent ranking found is for the optical analog line. Deep Fundamental’s “Deep Dive: Optical Module Market” of September 27, 2024 (https://deepfundamental.substack.com/p/deep-dive-optical-module-market) states “In the driver/TIA market, Marvell ($MRVL) and Macom ($MTSI) are the dominant players, especially in the high-end 400G+ segment” and “in the LPO market, Macom holds a significant advantage, largely because Marvell, strong in DSP, tends to promote solutions that include DSP”. That is a shared front rank, from an equity-research newsletter rather than a market tracker, and now two years old. MACOM’s own FY2025 10-K claims no rank - it says “We believe that we compete favorably” - and names significant competitors from ADI and Broadcom to Marvell and Sumitomo, “some of whom have greater financial resources and scale than us”. No third-party ranking was found for the Industrial & Defense or Telecom lines. A two-year-old newsletter covering one of three segments cannot carry a company-wide co-leader call, so the band is fast follower. | behind The 10-K makes no leadership claim and gives no ranking or share figure. Item 1A concedes "We do not have the resources to compete with larger providers of similar products or services at this time" and that some rivals have "substantially greater liquidity and financial resources than we do." Its Competition section places APLD against established operators (Digital Realty, Equinix), hyperscalers that build their own capacity, independent developers and 13 named power-advantaged developers (IREN, Cipher Digital, TeraWulf, Hut 8, Riot, CleanSpark, HIVE, Core Scientific, Bitdeer, Galaxy Digital, Fermi, Keel Infrastructure, MARA). |
| Pricing power | 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." | moderate The FY2025 10-K says “the ASPs of our products may decrease over time, and we must introduce new products that can be manufactured at lower costs or that command higher prices based on superior performance to offset price erosion”. On inflation it says MACOM has “generally been able to offset increases in these costs through various productivity and cost reduction initiatives, as well as adjusting our selling prices to pass through some of these higher costs to our customers; however, our ability to raise or maintain our selling prices depends on market conditions and competitive dynamics.” Margins have risen with the Data Center mix: the fiscal Q3 2026 earnings release (https://www.sec.gov/Archives/edgar/data/0001493594/000149359426000036/ex99_1earningsreleaseq3fy26.htm) reports GAAP gross margin of 58.3%, compared to 55.3% a year earlier, and guides fiscal Q4 adjusted gross margin to between 60.0% and 61.0%. The release does not say how much of that is price rather than mix or fab utilisation. | weak Item 1A says "Due to the limited number of hyperscalers, we expect that a limited number of customers will continue to account for a high percentage of our revenue for the foreseeable future," and that if customers' equipment usage declines or they discontinue use of its facilities, APLD "may be compelled to lower our lease prices in some instances or risk losing a significant customer." One customer was 59% of FY2026 revenue from continuing operations. Take-or-pay, non-cancellable terms protect contracted revenue over the base term, and Note 19 reports a $39.1M HPC Hosting segment profit on $385.3M of segment revenue in FY2026, but those terms are agreed with a small group of concentrated buyers. |
| Summary | 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. | MACOM is a broad-line analog, RF, microwave and optical semiconductor maker that, unusually for its size, runs its own compound-semiconductor fabs, including a Lowell, Massachusetts fab with Department of Defense “Trusted Foundry” accreditation. Its FY2025 10-K splits the business into Industrial & Defense (radar, electronic warfare, data links, SATCOM, medical and test and measurement), Data Center (TIAs, modulator drivers, lasers and photodetectors for 800G, 1.6T and 3.2T optical transceivers) and Telecom (long-haul and metro optics, 5G, SATCOM and FTTx/PON). The AI build-out has made Data Center the fastest-growing piece: the fiscal Q3 2026 10-Q (https://www.sec.gov/Archives/edgar/data/1493594/000149359426000038/mtsi-20260703.htm) reports Data Center revenue of $137,584 thousand for the quarter against $75,822 thousand a year earlier, out of total revenue of $342,237 thousand, and the accompanying release reports GAAP gross margin of 58.3%. An independent 2024 newsletter places MACOM with Marvell at the front of the optical driver/TIA market and ahead in linear-drive (LPO) optics. The moat stays narrow because each speed generation is re-won through design wins against larger rivals - the 10-K names ADI, Broadcom, Credo, Marvell, MaxLinear, Microchip, NXP, Qorvo, Semtech, Skyworks and Sumitomo, plus Chinese competitors - on purchase orders without minimum commitments, and the filing expects average selling prices to fall over time. | Applied Digital designs, builds and operates purpose-built, liquid-cooled HPC data centers, which it calls 'AI factories', and leases the capacity to CoreWeave and investment-grade hyperscalers. At May 31, 2026 its 10-K lists five campuses (Polaris Forge 1-3 and Delta Forge 1-2) with about 1,410 MW contracted under roughly 15-year take-or-pay, non-cancellable leases worth about $36.2 billion over the base terms. The filing claims three sources of advantage: it controls power-advantaged sites, it uses a standardized 'franchise-style' design built to deliver about 150 MW in about 14 to 18 months, and it holds hyperscaler master agreements that are 'difficult to obtain.' The same document shows how early the company is. About 100 MW was operating and earning revenue. One customer was 59% of FY2026 revenue from continuing operations. It competes with Digital Realty, Equinix, hyperscalers that build their own capacity and 13 named power-advantaged developers, and it concedes that it lacks the resources to compete with larger providers. Signed leases give long-dated revenue visibility, but the filing does not show a durable competitive advantage. |
| Chain position | 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. | MACOM sells components that customers build into larger systems - the FY2025 10-K lists wireless basestations, high-capacity optical networks, data center networks, radar, medical systems, satellite networks and test and measurement. In the AI chain it sits upstream of optical-module makers, supplying TIAs, drivers, lasers and photodetectors for 800G and 1.6T transceivers. Sales to distributors were 32.3% of fiscal 2025 revenue, two resellers took 12.4% and 11.2%, and no direct customer reached 10%. | Developer and landlord of power-advantaged, liquid-cooled AI data-center capacity, leased long-term to CoreWeave and investment-grade hyperscalers. |
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| Long-horizon vote | -0.01 at weight 0.20 · swarm neutral Editorial prior, not backtested. | +0.06 at weight 0.20 · swarm neutral Editorial prior, not backtested. | -0.20 at weight 0.20 · swarm neutral Editorial prior, not backtested. |