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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 AppLovin×Wistron×NVIDIA× maximum of 3 — remove one to swap
AppLovin APP ai moat: latest change 2026-02-19 Wistron 3231.TW ai moat: latest change 2026-04-28 NVIDIA NVDA ai moat: latest change 2026-02-25
Moat rating narrow

The filing's own words support a narrow moat. Auctions run 'at vast scale and at microsecond-level speeds,' revenue is earned only 'when our advertisers achieve their return on advertising spend targets,' and FY2025 adjusted EBITDA margin was 82.3%. What limits the width: clients 'are not required to enter into long-term agreements' and 'Substantially all of the Company's contracts with customers are cancelable at any time'; the solutions 'primarily operate in the mobile app ecosystem and specifically mobile gaming'; and distribution runs through 'the Apple App Store, the Google Play Store, and Meta' while AppLovin relies 'in part on IDFA.'

source: sec.gov

none

The 2025 annual report (English translation filed with TWSE 2026-04-28) shows scale without a protected return: revenue of NT$2.1865 trillion, up 108%, at a gross profit margin of 6.1% and a consolidated operating profit margin of 3.6%, with gross profit up 59.33% against net revenues up 108.39%. The report's own list of unfavorable factors opens with "Intense Price Competition and Declining Gross Profit Margins" and says the IT industry, "with its relatively low barriers to entry, has attracted numerous manufacturers, leading to fierce competition", while its key-buyer table puts Buyer A at 39.32%, Buyer E at 21.21% and Buyer I at 12.81% of 2025 net sales. A large, competitive incumbent whose own filing concedes the entry barriers are relatively low: no moat is claimable.

source: wistron.com

wide

Wide: the CUDA software platform and its developer installed base create high switching costs across the AI-training stack, defended by $76.7B cumulative R&D and reinforced by ~71% FY2026 gross margins and Data Center revenue (~90% of total) up 68% YoY — durable, hard-to-replicate advantages per the FY2026 10-K.

source: sec.gov

Moat type network effects

Network effects, with a caveat. The 10-K states the loop: as more advertisers use the solutions 'we gain access to more data regarding users and user engagement,' 'further strengthening our scaled distribution,' and 'As our distribution grows, we gain better insights for Axon AI.' The mechanism is two-sided matching of advertiser demand to publisher supply, though much of the force comes from data-and-learning scale. It is not switching costs, since contracts are 'cancelable at any time,' nor intangibles or IP, since 'there can be no assurance that we will adequately protect our intellectual property or that it will provide any competitive advantage.'

source: sec.gov

none

The report's "Competitive Niches" section lists operating capabilities rather than a durable barrier: an R&D team of "over 5,600 people", manufacturing bases in Taiwan, U.S.A., China, Mexico, Czech Republic, Vietnam and Malaysia, lean manufacturing, product quality, supplier relationships, global logistics and an experienced management team. None of these is a patent position or a customer lock-in: R&D expenses were 1.43% of 2025 revenue, the Company reports 120 U.S. and 122 Taiwan patents granted in 2025, and the niche section's description of brand clients "each comprising an equal share of our sales" sits beside a key-buyer table in which a single buyer took 39.32% of 2025 net sales.

source: wistron.com

intangibles ip

The durable edge rests on proprietary IP and software: the full-stack CUDA development platform running on all NVIDIA GPUs plus hundreds of proprietary domain libraries/SDKs/APIs, and $76.7B cumulative R&D yielding "inventions that are essential to modern computing" (NVIDIA invented the GPU in 1999). This is reinforced by developer-ecosystem network effects and CUDA switching costs, per the FY2026 10-K Business section.

source: sec.gov

Leadership at parity

The filing discloses no share of any market, names 'Meta, Google, Amazon, and Unity Software' as competitors, and concedes rivals 'may have greater resources' and 'better technological or data analytics capabilities, or stronger brands or competitive positions in certain product segments.' Its one positional statement is parity language: 'We believe we compete favorably with respect to these factors.' Two unquantified points cut upward: Meta and Google are also clients, and MAX is called 'the preferred in-app bidding solution for many publishers worldwide.'

source: sec.gov

at parity

Citing MIC (February 2026), the report puts the Company at approximately 18% of the roughly 135,350K notebooks, 24% of the 39,711K desktops and 22% of the 12,370K servers manufactured in Taiwan in 2025, and lists it among the major Taiwan ODMs in every category it charts (notebooks with Quanta, Compal, Inventec and Pegatron; servers with Hon Hai, Quanta, Inventec and MiTAC). It describes this only as "considerable market competitiveness" and claims no first-place rank.

source: wistron.com

clear leader

FY2026 Data Center revenue was $193.7B (~90% of the $215.9B total), up 68% YoY on the Blackwell ramp, and NVIDIA describes itself as "a data center scale AI infrastructure company reshaping all industries." The 10-K frames named rivals as parties who "provide or intend to provide" GPUs/accelerators — incumbent-leader positioning.

source: sec.gov

Pricing power strong

Strong, with the mechanism shown. The 10-K states that 'Advertisers are charged dynamically based on their campaign goals , rather than a simple fixed price per impression or per action.' Growth composition is the evidence: FY2025 revenue +70% with 'the volume of installations increased 3% and net revenue per installation increased 72%'; H1 2026 +56% with per-installation revenue +75% against 'a decrease in the volume of installations of 10%.' Adjusted EBITDA margin was 82.3% in FY2025 and 84.2% in H1 2026, though payment is performance-contingent and contracts cancel at will.

source: sec.gov

weak

2025 gross profit margin was 6.1% and consolidated operating profit margin 3.6%; gross profit rose 59.33% while net revenues rose 108.39%, so the margin narrowed. The report's first unfavorable factor is "Intense Price Competition and Declining Gross Profit Margins", and three buyers accounted for 39.32%, 21.21% and 12.81% of 2025 net sales.

source: wistron.com

strong

FY2026 gross margin was 71.1% (75.0% in FY2025); per the 10-K MD&A the ~3.9pt decline reflects the Hopper HGX→Blackwell full-system mix shift and a one-time $4.5B H20 excess-inventory/purchase-obligation charge, not competitive price erosion. A low-70s% hardware gross margin evidences strong pricing power.

source: sec.gov

Summary

One reportable segment: an AI-priced auction matching advertiser demand to publisher supply, where 'Revenue from Axon Ads Manager comprises substantially all of our revenue.' The filed flywheel is real - more advertiser spend yields more user-engagement data, 'further strengthening our scaled distribution,' which feeds Axon AI - and it converts: FY2025 revenue $5.48B, up 70%, at an 82.3% adjusted EBITDA margin, carried by price (net revenue per installation +72%) not volume (installations +3%). What the filing does not evidence is a lock. Contracts are cancelable at any time, revenue concentrates in mobile gaming, and the distribution and identifier layers belong to Apple, Google and Meta - two of whom are simultaneously named competitors and disclosed clients. Wide margins with no disclosed structural lock is narrow.

Wistron is a Taiwanese ODM whose business, per its 2025 annual report, "primarily covers the R&D, manufacturing, testing and after-sales services" of servers and AI computing devices, notebooks, desktops, monitors and other electronics, with 3C electronics at 98.5% of 2025 sales. Revenue more than doubled to NT$2.1865 trillion on what the Chairman's letter calls "triple-digit percentage growth in revenue from AI and general-purpose servers", and the report cites MIC data placing the Company at approximately 18% of Taiwan-made notebooks, 24% of desktops and 22% of servers in 2025. Against that, the gross profit margin was 6.1%, the report's own unfavorable factors name intense price competition, declining gross margins and relatively low barriers to entry, and three buyers took 39.32%, 21.21% and 12.81% of 2025 net sales. The long-term plan is to expand the proportion of higher-margin products such as AI computing devices and servers, and the manufacturing policy aims automation and AI-driven intelligent manufacturing at "higher-complexity, technically demanding product segments — expanding gross margins" — a stated path toward an advantage, not evidence that one exists yet.

NVIDIA pairs market-leading accelerated-computing hardware (the Blackwell data-center platform) with a proprietary full-stack software moat — CUDA plus hundreds of domain libraries — funded by $76.7B of cumulative R&D, and its "large and growing number of developers and installed base... strengthens our ecosystem and increases the value of our platform for our customers" (FY2026 10-K). Competition is intensifying from AMD, Intel and Huawei, and from hyperscalers (Alphabet, Amazon, Microsoft) designing internal AI silicon, but rivals must overcome NVIDIA's entrenched CUDA software ecosystem to displace it.

Chain position

Demand-side AI ad platform: it monetizes third-party mobile-game publishers' inventory and sells outcomes to advertisers, so it sits downstream of Apple/Google app distribution and Apple's IDFA identifier layer and upstream of publisher monetization. Meta and Google are simultaneously named competitors and disclosed clients. Single reportable segment after the June 2025 Apps divestiture.

Contract designer-manufacturer for brand and cloud customers: the report describes "professional OEM services supporting clients with world renowned brands", lists CPUs, SSDs and DRAM as main materials, and among its 2025 R&D results lists GPU servers supporting NVIDIA B300, AMD MI355 and Intel Gaudi 3.

Upstream compute-platform supplier: NVIDIA sells full-stack data-center systems (GPU + Arm CPU + DPU + NVLink/InfiniBand networking + CUDA software) to cloud providers and enterprises, and relies on third-party foundry/assembly-test-packaging partners (e.g., SPIL, Amkor, Wistron, Fabrinet). Per the FY2026 10-K, several of its largest customers (hyperscalers such as Amazon, Alphabet, Microsoft) are simultaneously customers and emerging competitors developing internal accelerated-computing silicon.

Products (share / barrier)
  • CUDA accelerated-computing software platform (CUDA-X, NVIDIA AI Enterprise) Leader · Deep source: sec.gov
  • Data Center AI accelerators (GPU — Blackwell/Hopper) Leader · Deep source: sec.gov
  • Data-center networking / interconnect (NVLink, InfiniBand, Spectrum Ethernet, DPUs) Top 3 · Moderate source: sec.gov
Long-horizon vote +0.11 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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-0.06 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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+0.42 at weight 0.20 · swarm bullish

Editorial prior, not backtested.

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