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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.

comparing Penguin Solutions×Qualcomm×CoreWeave× maximum of 3 — remove one to swap
Penguin Solutions PENG ai moat: latest change 2025-10-21 Qualcomm QCOM ai moat: latest change 2026-07-29 CoreWeave CRWV ai moat: latest change 2026-03-02
Moat rating none

The FY2025 10-K (fiscal year ended August 29, 2025) documents design-in niches but no durable excess return. In favour: the Competition section says some large rivals 'tend to have limited customization and service capabilities and are generally focused on higher-volume memory, storage, or compute products that are manufactured to industry-standard specifications'. It says the company's 'close collaboration with customers, customer-specific designs, long-lifecycle solutions, superior products and proprietary supply chain services create significant customer loyalty that may provide an advantage when competing against large international companies'. Against: the same filing says many competitors have 'substantially greater financial, technical, marketing, distribution and other resources' and 'lower cost structures'. Sales are made 'primarily pursuant to customer purchase orders and are not based on long-term supply agreements', and 'customers are not obligated to purchase our products even if we achieve a design win'. Large customers 'have exerted' pressure for price concessions, and the ten largest were 66% of fiscal 2025 net sales. GAAP operating income was 0.6%, 1.6% and 4.2% of net sales in fiscal 2023, 2024 and 2025, and fiscal 2024 had a net loss from continuing operations of $41.8 million. The 10-Q for the quarter ended May 29, 2026 (filed 2026-07-07, https://www.sec.gov/Archives/edgar/data/1616533/000161653326000043/peng-20260529.htm) adds that Advanced Computing nine-month sales fell 20.6%, reflecting 'both the ongoing Penguin Edge wind down and hyperscale hardware sales in 2025 that did not recur in 2026'. The filing's own advantage claim is hedged ('may provide an advantage'): design-in niches exist, but the 10-K shows no durable excess return.

source: sec.gov

narrow

Qualcomm's advantage is real but concentrated in one segment. The FY2025 10-K (filed 2025-11-05) describes its portfolio as "the most widely and extensively licensed in the industry" and says the industry "generally recognizes that any company seeking to develop, manufacture and/or sell certain cellular products requires a license or other rights to use our patents". That licensing leg produced $5,582M of FY2025 revenue against $38,367M at QCT, where Apple, Samsung and Xiaomi are all named in the vertical-integration risk factor and Apple already "utilizes its own modem... in certain of its smartphones". The filing frames the QCT loss as expected rather than realised.

source: sec.gov

narrow

The FY2025 10-K describes a purpose-built AI cloud with a real performance edge, but its own risk section discloses the defining constraint: 'approximately 67% of our revenue from our top customer, Microsoft, for the year ended December 31, 2025' — a specialized platform whose economics rest on one buyer that is also a hyperscaler competitor is narrow, not wide.

source: sec.gov

Moat type none

The strongest candidate moat source in the 10-K is design-in and qualification, a switching-cost argument, and the filing limits it too far to count. The risk factors say 'Our products are often incorporated into customers' systems at the design stage', and many specialty products 'are specifically designed for our OEM customers' systems or products'. But qualification is 'both product-specific and platform-specific', so a design win covers one platform. The filing notes that customers 'sometimes require us to re-qualify our products' for new platforms, which 'can be time-consuming and cause reductions in our net sales', so each new platform reopens the socket. It also says 'customers are not obligated to purchase our products even if we achieve a design win', and warns that OEMs designing in 'standardized or commodity components' could reduce demand for its 'higher priced specialized or customized solutions'. Scale is ruled out because the filing says many competitors have lower cost structures. Patents are ruled out as a durable source. The company holds about 1,650 of them and calls intellectual property 'an important aspect of our business', but it says its patents 'do not cover all of our technologies' and that competitors 'may design around our patented technologies'. It also says some products are 'built around mature industry standards and have less patent protection', so 'we cannot prevent our competitors from reverse-engineering and duplicating those products'.

source: sec.gov

intangibles ip

The durable asset is intellectual property accumulated since Qualcomm's founding "in 1985". The patents have "broad coverage in many countries, including Brazil, China, India, Japan, South Korea, Taiwan, the United States and countries in Europe" and are licensed "to hundreds of companies on industry-accepted terms", with royalties set as "a percentage of the wholesale (i.e., licensee's) selling price... subject to per unit minimums and/or per unit caps". R&D of $9,042M equalled 20% of revenues. Manufacturing is fabless "other than for certain of our RFFE modules and RF filter products", for which Qualcomm owns fabs in Germany and Singapore.

source: sec.gov

cost scale

The 10-K grounds the advantage in purpose-built infrastructure — first-to-deploy NVIDIA GB200/GB300 NVL72 systems and a data-center fabric 'designed to harness the full potential of each GPU' — a performance-per-dollar edge at scale, not a customer lock.

source: sec.gov

Leadership at parity

The 10-K claims no share figure or rank in any segment. It says 'Our businesses compete with numerous global and local companies'. Its HPC and AI business 'competes primarily with global manufacturers of HPC and AI products and services'. For fault-tolerant solutions it says 'we primarily compete with manufacturers of enterprise servers and industrial computers'. Its memory business competes 'against memory module providers and, to a lesser extent, large semiconductor manufacturers'. The risk factors warn that larger competitors 'may be able to respond better to new or emerging technologies, such as generative AI'. Against that, the company's stated edge is customization and service, where it says some large rivals 'tend to have limited customization and service capabilities'. Its leadership language is self-description without share figures: Cree LED 'has been a leader in LED lighting technology', Stratus Technologies is 'a global leader in simplified, protected and autonomous computing platforms and services', and the memory business is 'a primary supplier of longer-lifecycle solutions to OEM customers'. A specialist that claims no rank and faces many larger, lower-cost rivals, while neither leading nor clearly trailing in its niches, is parity.

source: sec.gov

co leader

Leadership is clear in licensing and contested in silicon. The 10-K names no rival licensing programme and asserts the portfolio is "the most widely and extensively licensed in the industry", while calling QCT's industries "intensely competitive" and naming eleven competitors (Broadcom, HiSilicon, MediaTek, Mobileye, Nvidia, NXP, Qorvo, Samsung, Skyworks, TI, UNISOC); "continue to be a leader in mobile" appears in a list of things future success depends on, so it reads as aspiration, not share. The band therefore rests on the licensing leg, roughly 13% of revenue. FY2025 10%-plus customers were 21%, 20% and 13%; in 9M FY2026 only two cleared 10%.

source: sec.gov

co leader

The 10-K positions CoreWeave as a first-to-deploy specialist against hyperscalers who offer AI compute 'as part of a broader product portfolio' — a leader of the purpose-built neocloud niche, not of the AI-cloud market its own filing says it competes in.

source: sec.gov

Pricing power weak

The FY2025 10-K describes price as set by customers and the market. It says its large customers 'are able to exert, have exerted and we expect will continue to exert, pressure on us to make concessions on price and on terms and conditions'. It says 'The markets for our Integrated Memory products have historically been characterized by declines in average selling prices', and that 'Competitive pressure has led in the past and may continue to lead to intensified price competition resulting in lower net sales and lower profit margins'. Gross margin held in a narrow band: 28.8% in fiscal 2023, 29.1% in fiscal 2024 and 28.8% in fiscal 2025. The filing attributes each move to mix, for example higher-margin Advanced Computing service revenue in 2024, not to pricing. The 10-Q for the quarter ended May 29, 2026 (filed 2026-07-07, https://www.sec.gov/Archives/edgar/data/1616533/000161653326000043/peng-20260529.htm) reports gross margin of 27.8% versus 29.3% a year earlier (27.7% versus 28.9% for nine months), which it attributes to the Penguin Edge wind-down and sales mix. Third-quarter Integrated Memory sales rose 111.4% (75.6% for nine months) as 'accelerating AI-driven demand drove favorable pricing and increased volume', and the 10-Q says that business has 'gross margins which are lower than the Company average'.

source: sec.gov

moderate

QTL margins held at 72% in FY2025 and 73% in 9M FY2026, though Q3 FY2026 alone slipped to 69% from 71%, and the $111M revenue gain there is attributed to revenues per unit "primarily driven by favorable mix" rather than to price. At QCT, the fall to 26% from 30% is explained by "lower gross margin, primarily driven by higher product cost, partially offset by higher average selling prices" plus lower revenues, so the pressure is cost rather than price; FY2025 handsets rose $2,930M, of which $2.5B came from higher revenue per chipset. Against that, "declining average selling prices" is a standing risk-factor title, "particularly pronounced in emerging regions and China".

source: sec.gov

moderate

A first-to-deploy performance edge on scarce new NVIDIA systems supports pricing while the hardware is scarce, but 67% single-customer concentration is buyer leverage the filing states outright.

source: sec.gov

Summary

Penguin Solutions (formerly SMART Global Holdings) has three reportable segments per the FY2025 10-K. Advanced Computing ($648.4 million of fiscal 2025 net sales) designs, builds, deploys and manages AI and HPC clusters under OriginAI with the ICE ClusterWare software, and sells Stratus fault-tolerant servers. Integrated Memory ($464.2 million) sells SMART Modular specialty DRAM, flash and CXL memory and supply-chain services. Optimized LED ($256.1 million) sells Cree LED chips and components. Its advantage is customization rather than size. The filing says its memory business collaborates with OEMs 'throughout their design process across multiple projects' and is 'a primary supplier of longer-lifecycle solutions to OEM customers' in industrial, government, networking and enterprise markets. Its products must pass product- and platform-specific qualification, and some large rivals focus on higher-volume, industry-standard products. The limits are just as clear. Many competitors are larger and have lower cost structures. Customers buy on purchase orders, the ten largest were 66% of fiscal 2025 sales, and they 'have exerted' pressure for price concessions. Integrated Memory has historically seen declining average selling prices. AI hardware revenue is project-driven: Advanced Computing sales fell 26.0% in fiscal 2024 on 'the unpredictable nature of large project engagements'. The 10-Q for the quarter ended May 29, 2026 (filed 2026-07-07, https://www.sec.gov/Archives/edgar/data/1616533/000161653326000043/peng-20260529.htm) says the AI infrastructure business is 'transitioning from a hyperscaler concentration toward a more diversified non-hyperscaler customer base across enterprise, neocloud, and sovereign AI', which 'may negatively impact our net sales during the transition'. The result is a set of design-in niches rather than a franchise, with an AI business that must keep re-winning large deployments.

Qualcomm has two legs pointing in opposite directions. QTL (FY2025 revenue $5,582M, EBT margin 72%) rests on a portfolio the 10-K calls "the most widely and extensively licensed in the industry", with royalties struck on the licensee's wholesale device price under per-unit minimums and caps; its durability is dated in the filing, since "our patent license agreements with key OEMs are generally long-term, with terms expiring at varying dates between fiscal 2027 and 2031", some with binding-arbitration renewal clauses, and Huawei's licence has already expired, removing its royalties from QTL revenue from Q2 FY2025. QCT ($38,367M, 87% of segment revenue) is the leg under pressure: its three 10%-plus customers all build their own silicon, Apple already ships its own modem, and QCT EBT margin fell to 26% in Q3 FY2026 from 30%.

CoreWeave sells a full-lifecycle AI cloud — training, inference, data movement, agentic workflows — on infrastructure 'purpose-built to accelerate breakthroughs by AI pioneers,' with the Weights & Biases acquisition adding the developer tooling layer as 'a single stack.' The edge the filing claims is speed and efficiency on the newest NVIDIA systems. The moat's ceiling is in the same document's risk factors: 67% of 2025 revenue came from Microsoft, and the hyperscalers it competes with are 'also customers of, and partners to, CoreWeave' — the largest buyer and the largest rival are the same companies.

Chain position

Downstream integrator. Per the 10-K it buys memory from Samsung, Micron, SK hynix and Kioxia and processors from Intel and AMD, and turns them into specialty memory modules and managed AI/HPC clusters for OEM, enterprise, government and cloud customers.

Every figure and quotation is drawn from the FY2025 10-K and the Q3 FY2026 10-Q. Where the filings state no market share, the share band is left unknown rather than inferred, and barrier bands follow the filings' own language, which states a barrier to entry only for automotive.

Layer-8 purpose-built AI neocloud — first-to-deploy NVIDIA systems for training and inference at scale.

Products (share / barrier)
  • AI and HPC infrastructure (OriginAI, ICE ClusterWare) Unknown · Low source: sec.gov
  • Cree LED chips and components (XLamp, J Series, high-brightness SMD) Unknown · Low source: sec.gov
  • SMART Modular specialty memory and storage (DRAM modules, Zefr, CXL, flash/SSD) Niche · Moderate source: sec.gov
  • Stratus fault-tolerant computing (ztC Endurance, ftServer, ztC Edge, everRun) Niche · Low source: sec.gov
  • CoreWeave Cloud (GPU compute platform) Leader · Deep source: sec.gov
  • Weights & Biases (AI developer tooling) Challenger · Moderate source: sec.gov
Long-horizon vote -0.06 at weight 0.20 · swarm neutral

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+0.13 at weight 0.20 · swarm bearish

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+0.13 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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