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 | Adobe | Cerebras Systems | |
|---|---|---|---|
| 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 The FY2025 10-K's own Competition section says the markets for Adobe's solutions are characterized by 'limited barriers to entry, short product lifecycles, customer price sensitivity ... and the frequent entry of new solutions or competitors', and Item 1A adds that Adobe 'face[s] increasing competition from companies offering generative and agentic AI solutions, including but not limited to prompt-based and multi-modal creation and editing, document productivity and understanding' - the two categories that carry the Digital Media segment. That disclosed contestability caps the moat below wide, while the same filing's industry-standard app designations and 89% consolidated gross margin keep it well above none. | narrow One-of-a-kind silicon sold to very few buyers: the IPO prospectus discloses G42 at 24.0% of 2025 revenue (85.0% in 2024), MBZUAI at 62.0% of 2025 revenue, and a December 2025 MRA with OpenAI representing 'a substantial portion of our projected revenues over the next several years' — against a competitive field the same document names as NVIDIA, AMD, Intel, hyperscaler accelerators and the major clouds. |
| 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. | switching costs The 10-K frames Adobe's differentiation as an integrated ecosystem the customer's work lives inside: Creative Cloud Pro subscribers get 'cloud storage to easily sync, access, collaborate and share their work, files and assets', the AI platform offers a choice of models 'without the friction of switching between workflows and platforms', and on the enterprise side 'Our competitive differentiation comes from the increased value we provide customers by integrating the Adobe Experience Platform with our comprehensive set of solutions'. 96% of FY2025 revenue is subscription, with $22.52B of remaining performance obligations, up 13% year over year. | intangibles ip Wafer-scale integration is the moat's substance: the prospectus contrasts the WSE-3's 4 trillion transistors on 46,225 mm² of silicon with NVIDIA's B200 at 208 billion on roughly 1,600 mm² — a commercial chip category with one occupant. |
| 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." | clear leader In the segment that is 74% of FY2025 revenue ($17.65B of $23.77B) the 10-K asserts leadership outright: Illustrator 'our industry-standard vector graphics app', After Effects 'our industry-standard motion graphics and visual effects app', Acrobat 'a leading document productivity app', and 'category and brand leadership' in the Competition section. The claim does not extend to the whole company - the same section says the marketing solutions 'face broad competition from large, established enterprise software and cloud companies'. | clear leader Scoped to the category the record supports: wafer-scale integration has no other commercial occupant per the prospectus's own comparison, and the Q2 release claims — attributed, via AMD and AWS partnerships — leadership in disaggregated inference, a technique the prospectus defines. |
| 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." | strong Per the same 10-K's segment table, Digital Media earned a 95% gross profit margin in FY2025 (96% FY2024, 95% FY2023) and consolidated gross margin held at 88%/89%/89% across FY2023-FY2025 while revenue grew 11% to $23.77B. 96% of revenue is subscription and remaining performance obligations reached $22.52B, up 13%. Item 1A's warning of 'downward pressure on pricing and gross margins' has not shown up in realized margin. | moderate The CFO states Q2 'significantly improved core gross and operating margins compared to a year ago' — improving, from a base where three named customers hold most of the revenue and the leverage that comes with it. |
| 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. | Adobe's durable advantage is the cost of leaving rather than any disclosed market share. Its FY2025 10-K calls Illustrator 'our industry-standard vector graphics app' and After Effects 'our industry-standard motion graphics and visual effects app', describes Acrobat as 'a leading document productivity app', and sells them as one subscription ecosystem where assets, workflows and collaboration are cloud-resident. The economics follow: Digital Media earned a 95% gross profit margin on $17.65B of FY2025 revenue, 74% of the company. The same filing is unusually candid about the limits, calling its markets characterized by 'limited barriers to entry' and warning that competition will 'continue to intensify' with named generative and agentic AI entrants in both creation and document productivity - so the moat reads narrow rather than wide, held today by realized pricing and switching costs rather than by structural protection. | Cerebras bet that AI compute should be one enormous chip rather than many small ones — 'quantities of compute and memory never before assembled on a single commercial chip,' avoiding 'the latency and the power-draw induced by the traditional approach,' in the prospectus's words — and is converting that bet into an inference cloud: Q2 2026 cloud revenue grew 281% with 600 MW of data center capacity under contract and $25.4 billion of remaining performance obligations. The concentration that funded the bet is the risk that remains: two related-party Gulf customers were 86% of 2025 revenue between them, with the OpenAI MRA now layered on top. |
| 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. | An AI-application layer company that both builds its own commercially safe Firefly foundation models and licenses 'an extensive ecosystem of third-party models', distributing generative AI into creative, document and marketing workflows. | Layer-4 wafer-scale accelerators plus an inference cloud — hardware vendor and specialized cloud in one node. |
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| Long-horizon vote | -0.01 at weight 0.20 · swarm neutral Editorial prior, not backtested. | +0.24 at weight 0.20 · swarm neutral Editorial prior, not backtested. | +0.20 at weight 0.20 · swarm bearish Editorial prior, not backtested. |