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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×Celestica× add + AMD AMD+ ASE Technology Holding ASX+ ASM International ASMIY+ ASML ASML+ Adobe ADBE+ Advantest ATEYY+ Alibaba Group BABA+ Alphabet GOOGL+ Amazon AMZN+ Amkor Technology AMKR+ Amphenol APH+ AppLovin APP+ Apple AAPL+ Applied Digital APLD+ Applied Materials AMAT+ Applied Optoelectronics AAOI+ Arista Networks ANET+ Arm Holdings ARM+ Astera Labs ALAB+ Bloom Energy BE+ Broadcom AVGO+ C3.ai AI+ CXMT 688825.SS+ Cadence Design Systems CDNS+ Cerebras Systems CBRS+ Ciena CIEN+ Cisco Systems CSCO+ Cloudflare NET+ Coca-Cola KO+ Coherent Corp COHR+ Constellation Energy CEG+ CoreWeave CRWV+ Corning GLW+ Credo Technology CRDO+ CrowdStrike CRWD+ Datadog DDOG+ Dell Technologies DELL+ Digital Realty Trust DLR+ Duolingo DUOL+ Eaton ETN+ Eli Lilly and Company LLY+ Equinix EQIX+ Everpure, Inc. P+ Fabrinet FN+ GE Vernova GEV+ GitLab GTLB+ GlobalFoundries GFS+ Hewlett Packard Enterprise HPE+ Hon Hai Precision (Foxconn) HNHPF+ Hut 8 HUT+ IBM IBM+ IREN IREN+ Intel INTC+ JPMorgan Chase JPM+ KLA Corporation KLAC+ Kioxia Holdings KXIAY+ Lam Research LRCX+ Lumentum Holdings LITE+ Marvell Technology MRVL+ MediaTek 2454.TW+ Meta Platforms META+ Micron MU+ Microsoft MSFT+ Moderna MRNA+ MongoDB MDB+ Montage Technology 688008.SS+ NVIDIA NVDA+ Nebius Group NBIS+ NetApp NTAP+ Netflix NFLX+ Nokia NOK+ Oracle ORCL+ Palantir Technologies PLTR+ Palo Alto Networks PANW+ Pfizer PFE+ Powell Industries, Inc. POWL+ Qualcomm QCOM+ SAP SAP+ SK Hynix SKHY+ Salesforce CRM+ Samsung Electronics 005930.KS+ SanDisk SNDK+ Schneider Electric SBGSY+ Seagate Technology STX+ ServiceNow NOW+ Snowflake SNOW+ SoundHound AI SOUN+ Space Exploration Technologies Corp. (SpaceX) SPCX+ Super Micro Computer SMCI+ Synopsys SNPS+ TE Connectivity TEL+ TSMC TSM+ Talen Energy TLN+ Tempus AI TEM+ Tencent Holdings TCEHY+ Teradyne TER+ Tesla, Inc. TSLA+ The Walt Disney Company DIS+ Tokyo Electron TOELY+ Trane Technologies TT+ United Microelectronics Corporation UMC+ Vertiv VRT+ Visa V+ Vistra VST+ Walmart WMT+ Western Digital WDC+ Wistron 3231.TW+ Wiwynn 6669.TW+ X-energy XE
Penguin Solutions PENG ai moat: latest change 2025-10-21 Celestica CLS ai moat: latest change 2026-02-27
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

The FY2025 10-K shows a real but bounded edge. On the durable side, Celestica is increasingly engaged as an ODM: its HPS business co-designs (JDM) or fully designs the platforms it builds, it states 'We have hardware and software patents that are integral to our HPS business' and that 'our increased R&D activities have resulted in the growth of our dependence on our patent portfolio', and HPS reached 41% of total revenue in 2025 (from 21% in 2023) at a margin profile the filing says is higher than traditional EMS work. On the limiting side, the same filing concedes 'Some of our competitors have greater scale and provide a broader range of services than we provide', the master supply agreements 'do not typically guarantee a particular level of business or fixed pricing', work is won 'on a program-by-program basis', and the top 10 customers were 79% of 2025 revenue with three customers individually at 32%, 14% and 12%. An advantage that must be re-won each program against greater-scale rivals, for a handful of buyers who can in-source, is narrow rather than 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

switching costs

Cost scale is explicitly not the source: the 10-K states competitors have greater scale and a broader service range. What does bind a customer is the design-in. Within HPS, Celestica 'design[s] and manufacture[s] products, either as customized solutions, white box solutions or under Joint Design and Manufacturing (JDM) engagements', holds 'hardware and software patents that are integral to our HPS business', and delivers 'complete platform solutions... integration and orchestration of various technologies into rack-scale designs'. The filing adds that 'a majority of these supply agreements also require the customer to purchase unused inventory that we have purchased to fulfill that customer's forecasted manufacturing demand', a contractual cost of walking away mid-program. Moving a qualified, jointly designed rack-scale platform to another ODM means requalifying a design Celestica partly owns, which is friction the commodity assembly work does not carry.

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

at parity

The 10-K claims no share leadership. It states plainly that 'Some of our competitors have greater scale and provide a broader range of services than we provide', and lists Hon Hai, Flex, Jabil, Sanmina, Benchmark and Plexus in EMS plus Quanta, Wiwynn and Accton in ODM. Its stated competitive advantage is execution quality, not position: 'our track record in advanced manufacturing capabilities, design and engineering, quality, delivery, managing complexity and responsiveness'. It is also winning: CCS revenue grew 42% to $9.19 billion and total revenue reached $12.39 billion in FY2025. Competing on comparable terms with a field it neither leads nor trails is parity.

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

weak

The filing describes price as contested by contract, not set by Celestica: master supply agreements 'do not typically guarantee a particular level of business or fixed pricing', 'Some of these agreements require us to provide specific price reductions to our customers over the term of the contracts', and the Item 1A risk factor 'We operate in an industry comprised of numerous competitors and aggressive pricing dynamics' says competitors may be 'willing to, or able to make sales or provide services at lower margins than we do'. The site's fundamentals show gross margin at 12.06% in FY2025, up from 8.96% in FY2022, 9.47% in FY2023 and 10.72% in FY2024 — improving, but still low double digits, and the filing attributes the higher margin to mix (HPS is 'higher margin profile than our traditional EMS businesses' and went from 21% to 41% of revenue over the same span) rather than to raising prices.

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.

Celestica is a contract design and manufacturing company that has been pulled up the value chain by the AI data-center build-out. Its CCS segment, which builds networking switches, optical systems, data center racks, servers and storage for hyperscalers and other cloud and AI service providers, grew 42% to $9.19 billion in 2025, and Communications alone went from 33% of revenue in 2023 to 57% in 2025. The part of that business with a defensible position is HPS, where Celestica is the designer rather than the assembler: HPS revenue rose 81% in 2025 to 41% of the total, carries a higher margin than traditional EMS work, and rests on a patent portfolio the filing calls integral to the business. That design-in position is what separates it from pure build-to-print capacity. What caps the moat is the customer side of the ledger. The 10-K describes an industry where 'aggressive pricing is a common business dynamic', where master supply agreements guarantee neither volume nor price and some of them 'require us to provide specific price reductions to our customers over the term of the contracts', and where the company bids program by program against Hon Hai, Flex, Jabil, Sanmina, Benchmark and Plexus on the EMS side and Quanta, Wiwynn and Accton on the ODM side, plus Arista and Cisco where a customer might buy an off-the-shelf switch instead. Revenue concentration has tightened as the AI mix grew, from 64% of revenue in the top 10 customers in 2023 to 79% in 2025, with a single customer at 32%. The company also notes its HPS offerings can compete with a customer's own hardware, which may 'negatively impact our relationship with, or result in a loss of business from, such customers'. So the profile is a genuine but program-scoped advantage, held by a company whose fortunes turn on a few buyers' capital plans.

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.

Celestica sits between component suppliers and the hyperscale buyer, and owns the design only in part of that span. It 'procure[s] substantially all of our materials and components on behalf of our customers pursuant to individual purchase orders that are generally short-term in nature', then designs, assembles, integrates at rack scale and tests the switches, optical systems, servers, storage and data-center racks that cloud, AI and enterprise customers deploy. In ATS it is a pure EMS contractor that does 'not generally collaborate with ATS customers on the design of the solutions we manufacture'; in HPS it is the designer of record or a joint designer. The economics follow that split: the segment where it holds design IP is the one with the higher margin profile.

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
Long-horizon vote -0.06 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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-0.01 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →