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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×MongoDB×MaxLinear× maximum of 3 — remove one to swap
Penguin Solutions PENG ai moat: latest change 2025-10-21 MongoDB MDB ai moat: latest change 2026-03-11 MaxLinear MXL ai moat: latest change 2026-01-29
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 FY2026 10-K frames a 'rapidly evolving and highly competitive' database market where the principal rivals — 'legacy database providers and large cloud providers' — hold explicit advantages: 'longer operating histories, more established relationships … significantly greater financial, technical, marketing or other resources … broader global distribution,' and can offer competing products 'at a low cost or no cost.' A developer-mindshare and switching-cost position is defensible but not wide against that field.

source: sec.gov

none

MaxLinear’s FY2025 10-K does not show a durable advantage. Its income statement reports revenue of $693,263 thousand in 2023, $360,528 thousand in 2024 and $467,641 thousand in 2025, with operating losses of $38,221 thousand, $223,352 thousand and $126,890 thousand. The risk factors say “Increased competition has resulted in price pressure, decreased demand, reduced revenue and profitability, and loss of market share”; the business section says competitors include “companies with much longer operating histories, greater name recognition, and substantially greater financial, technical and operational resources”; and because its products “often are building block semiconductors” it also faces integrated-circuit makers, “some of which may be existing customers or platform partners”. Two customers were 28% of 2025 net revenue and the ten largest 65%, and “substantially all of our sales to date have been made on a purchase order basis”. Gross profit held up - $385,663 thousand, $194,782 thousand and $265,814 thousand for 2023 to 2025 - and the AI optical ramp has lifted 2026 results, but a revenue base that nearly halved in one year and three straight years of operating losses do not evidence a moat.

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

A database is the system an application is built on: the 10-K states 'a database directly impacts an application's performance, scalability, flexibility and reliability,' and Atlas is 'our managed multi-cloud database-as-a-service' running the customer's live workloads — re-platforming a database is a rewrite, not a swap.

source: sec.gov

none

No single source of advantage in the 10-K is strong enough to name. MaxLinear has “over one thousand issued patents” and says consideration under intellectual property sale agreements “has previously been and is currently expected in the future be material”, but the same filing describes its products as building blocks that larger vendors can integrate, says some optical-interconnect customers are “module makers who are vertically integrated, where we compete with internally supplied components”, and claims only that “We believe that we compete favorably” on factors from product performance to price. Its RF-CMOS integration know-how is real, but nothing in the filing shows customers locked in or rivals unable to match it.

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

The 10-K positions MongoDB as the leading document database by developer mindshare but names 'legacy database providers and large cloud providers' as better-resourced rivals across the broader database market — a category leader within a market it does not lead overall.

source: sec.gov

fast follower

In its fastest-growing line MaxLinear is a second source. Deep Fundamental’s September 27, 2024 deep dive (https://deepfundamental.substack.com/p/deep-dive-optical-module-market) says “Marvell ($MRVL) and Broadcom ($AVGO) are two major suppliers of DSPs, with Marvell holding the top position in the market”, that “Coherent also sources heavily from Marvell, with Broadcom/ Maxlinear potentially serving as second supplier with 20-30% share”, and that MaxLinear offers “DSPs at about half the price of Marvell's if it can achieve a meaningful mass production volume of at least 100K units per month”. Keystone has since reached volume - management said on the Q2 2026 call that it “continues to ramp into high volume production at major hyperscale customers across U.S. and Asia” - but the 10-K names Broadcom, Qualcomm, Realtek, Skyworks, Credo, MediaTek, Marvell, MACOM, Texas Instruments, Analog Devices, Renesas, Microchip and Semtech as primary merchant competitors, and no third-party source found ranks MaxLinear first in any of its markets.

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

Owning the IP and the roadmap ('the determination of which features are included in our free or paid offerings') gives real list-price control, but the same filing flags competitors offering database products 'at a low cost or no cost basis,' which caps it.

source: sec.gov

moderate

Mixed. Gross profit has stayed in proportion through the cycle - the 10-K’s income statement shows $265,814 thousand on revenue of $467,641 thousand in 2025 - and the Q2 2026 release (https://www.sec.gov/Archives/edgar/data/0001288469/000128846926000050/a06302026exhibit991.htm) reports GAAP gross margin of 57.8% against 56.5% a year earlier, guiding Q3 to 57.0%-60.0%. But the 10-K says “From time to time, we have reduced the average unit price of our products due to competitive pricing pressures, new product introductions by us or our competitors, and for other reasons, and we expect that we will have to do so again in the future”, that under some distributor agreements “we provide protection for reductions in selling prices of the distributors' inventory”, and in optical DSPs it entered as the lower-priced challenger.

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.

MongoDB monetizes developer mindshare that began as open source: the 10-K notes 'we own the intellectual property of our offerings since we are the creators of the software,' which lets it run a 'proprietary software subscription business model' and control the roadmap. The durable asset is the document-model install base and Atlas's managed multi-cloud workloads, positioned for AI as 'the underlying database … capable of processing queries against rich and complex data structures.' The counterweight, in the filing's own words, is that the large cloud providers it depends on for Atlas hosting are also its best-resourced competitors.

MaxLinear is a fabless designer of RF, analog and mixed-signal communications SoCs whose core skill, per its FY2025 10-K, is combining broadband RF and analog front ends with digital signal processing in standard CMOS. It sells into broadband access (cable, fiber PON and DSL gateways - approximately 44% of 2025 net revenue), home connectivity (Wi-Fi, MoCA, G.hn and Ethernet), wired and wireless infrastructure including optical data-center DSPs, and industrial and multi-market interface and power products. After a downturn that took revenue from $693,263 thousand in 2023 to $360,528 thousand in 2024, the AI optical ramp is turning it around: the Q2 2026 release reports revenue of $168,847 thousand, up 55% year over year, with the infrastructure business up 145% on the Keystone PAM4 DSP ramp for 800G, and management raised its 2026 optical data-center revenue outlook to $210 million-$230 million on the call. The moat question is whether that growth rests on anything durable. In optical DSPs MaxLinear entered as a lower-priced second source to Marvell; elsewhere it competes with Broadcom, Qualcomm, Realtek and MediaTek, which can integrate the functions it sells; customers are concentrated; and the 10-K still carries the Silicon Motion arbitration over its terminated merger, whose outcome it says it cannot predict. On this record MaxLinear is a technically capable challenger without a moat.

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.

Layer-10 application-layer data platform — the operational database under AI and general software workloads.

MaxLinear sells chips, much of it through Asian distributors, ODMs and module makers - products shipped to Asia were 82% of 2025 net revenue, including 49% to Hong Kong - that build cable modems, PON terminals, Wi-Fi gateways, base-station radios and optical transceivers for operators and hyperscale data centers. In the AI chain it sits beside the optical-module makers as a DSP supplier, competing with Marvell and Broadcom and, at vertically integrated module makers, with internally supplied components.

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

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+0.13 at weight 0.20 · swarm neutral

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+0.01 at weight 0.20 · swarm neutral

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