Skip to content

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×Palo Alto Networks×CXMT× maximum of 3 — remove one to swap
AppLovin APP ai moat: latest change 2026-02-19 Palo Alto Networks PANW ai moat: latest change 2025-08-29 CXMT 688825.SS ai moat: latest change 2026-08-29
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

narrow

Real but bounded. The FY2025 10-K's own Competition section calls the enterprise security industry "intensely competitive" and names four categories of rival — platform incumbents (Cisco, Microsoft, Alphabet), independent security vendors (Check Point, Fortinet, CrowdStrike, Zscaler, Wiz), point-product startups, and the public cloud vendors — while conceding that "some of our competitors may have substantially greater financial, technical, and other resources, greater name recognition, larger sales and marketing budgets, broader distribution, more diversified product lines, and larger and more mature intellectual property portfolios." That record supports a defensible position, not an unassailable one: narrow, not wide.

source: sec.gov

none

CXMT's 2026 interim report (published 2026-08-29) names scale and IDM technology as core competencies, but also concedes gaps. It says that compared with the leading international manufacturers the Company 'still has a certain gap in overall scale, technology accumulation and customer resources' (与国际头部厂商相比,公司在整体规模、技术积累、客户资源等方面仍然存在一定差距). It describes its scale effect as 'gradually emerging' (逐步显现), and its gross-margin risk covers the case where the scale effect cannot materialise over the long term (公司规模效应长期无法显现). Its excess returns span a single shortage. The retained-earnings note shows an accumulated deficit of ¥36.65bn entering 2026, after ¥1.87bn of 2025 net profit attributable to the parent, and the first-half 2025 net loss attributable to shareholders was ¥2.33bn. Then first-half 2026 revenue rose 873.64%, which the report attributes to the global DRAM supply shortage, higher prices and sharply higher volumes, and the main-business gross margin reached 84.84%.

source: static.cninfo.com.cn

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

switching costs

The 10-K describes an installed estate standardised on one operating system — "All of our hardware and software firewalls incorporate the PAN-OS operating system and include the same rich set of features, ensuring consistent operation across our entire product line" — across hardware, containerised CN-Series and virtual VM-Series form factors, centrally administered through Panorama and Strata Cloud Manager. That estate is monetised as recurring contract: subscription and support was 80.5% of total revenue in fiscal 2025 (80.0% in fiscal 2024, 77.1% in fiscal 2023), on terms "typically one to five years." The company's own risk factors describe the friction from the other side — customers "may face real or perceived switching costs when switching to our solutions from legacy security vendors" and "have often invested substantial personnel and financial resources to design and operate their networks... [and] may prefer to purchase from their existing suppliers rather than add or switch to a new supplier." As the incumbent in most of those estates, that friction now runs in Palo Alto's favour.

source: sec.gov

none

On the report's own evidence, no candidate moat source qualifies. Cost scale: the report calls DRAM a highly standardised product (高度标准化的产品) in which the cost advantage of scale is a core competency. But CXMT ranks fourth globally by capacity, and the report, calculating on sales, puts Samsung, SK hynix and Micron at 33.96%, 34.48% and 23.41% of the 2025 global DRAM market, so the scale advantage lies with the leaders. IP: it reports 4,484 domestic patents (3,744 of them invention patents) and 3,400 overseas patents as of 2026-06-30. Yet it describes its core technology as reaching 'international advanced level' (国际先进水平) and flags possible IP disputes with competitors. Switching costs: ¥133.48bn of ¥150.31bn first-half 2026 revenue went through distributors, who under the report's revenue note decide their own resale prices.

source: static.cninfo.com.cn

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

co leader

The 10-K claims parity-plus, not primacy: "We believe we generally compete favorably with our competitors on the basis of these factors as a result of the features and performance of our portfolio, the ease of integration of our security solutions with technological infrastructures, and the relatively low total cost of ownership of our products," and reports that its "products and services have been recognized as leading in 25 categories by third-party industry analysts firms." It qualifies that immediately by conceding that some competitors carry greater resources, name recognition and distribution. Independent analyst placements match a co-leader read rather than a sole-leader one — a Leader in the inaugural 2025 Gartner Magic Quadrant for Hybrid Mesh Firewalls, a Leader for the third consecutive time in the 2025 Magic Quadrant for SASE Platforms, and a Leader in the 2026 Magic Quadrant for Endpoint Protection Platforms for the fourth consecutive year — in categories that name other Leaders too.

source: sec.gov

fast follower

TrendForce (2026-09-24) reports that CXMT's global DRAM revenue share rose to 9.5% in 2Q26 from 7.6% in 1Q26, 'placing it fourth behind Samsung at 39.4%, SK hynix at 24.9%, and Micron at 23.3%'. It is catching up through generation-skipping R&D. The interim report had its fifth process platform in customer certification, and a voluntary disclosure on 2026-09-21 announced that platform's mass production, adding that its products are not yet in scale sales and yields need time to ramp. TrendForce's listing analysis (2026-07-28) still says CXMT 'still trails Samsung, SK hynix, and Micron in advanced processes, product performance, yields, and certification by high-end customers'.

source: static.cninfo.com.cn

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

moderate

Moderate, with the evidence pointing both ways in the same filing. Gross margin computed from the three years of income statements inside this FY2025 10-K runs 72.3% (fiscal 2023), 74.3% (fiscal 2024) and 73.4% in fiscal 2025 on revenue of $9.22 billion — against 68.8% in fiscal 2022 as reported in the prior-year 10-K (accession 0001327567-24-000029, filed September 6, 2024). Over the same span subscription and support rose from 77.1% to 80.5% of revenue: a mix shift toward software that has been margin-accretive, not margin-destructive, which is the direct answer to whether platformisation is simply discounting. Against that, the 10-K's risk factors state plainly that sales prices "may decline for a variety of reasons, including competitive pricing pressures, discounts, a change in our mix... or promotional programs," that the company "anticipate[s] that the sales prices and gross profits for our products could decrease over product life cycles," and that it "has also experienced demands for customer financing and deferred payments." Pricing is defended by bundle economics rather than commanded outright.

source: sec.gov

weak

CXMT is a price taker riding the cycle. The interim report attributes first-half revenue growth to the global DRAM supply shortage, rising prices and sharply higher volumes. It records industry prices between 2015 and 2025 as high as $7.89/GB and as low as $1.78/GB in first-half 2023, and it states that the continued steep price rise is not sustainable. Main-business revenue was ¥15.22bn against cost of ¥13.29bn in first-half 2025, and ¥150.04bn against ¥22.75bn in first-half 2026. Most sales go through distributors, who set their own resale prices.

source: static.cninfo.com.cn

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.

A deployed firewall estate is the anchor. Every Palo Alto firewall — appliance, VM-Series, CN-Series, Cloud NGFW — runs the same PAN-OS with the same feature set and is managed from one console, so the security policy, the operator skills and the integration work are all specific to the vendor, and 80.5% of fiscal 2025 revenue is the recurring subscription and support contract sitting on top of it (10-K, Business and Risk Factors). Platformisation is the attempt to convert that anchor into wallet share: the 10-K states the strategy as helping customers "simplify their security architectures through consolidating disparate point products" by packaging offerings "into a tightly integrated architecture," and the acquisitions are consistent with it — IBM's QRadar assets in August 2024 "to help accelerate the growth of our Cortex business," Protect AI in July 2025, and the CyberArk agreement signed in July 2025. The evidence that consolidation is real rather than a discount: remaining performance obligation grew 36% year over year to $18.4 billion against 31% revenue growth in the quarter ended April 30, 2026 (Palo Alto Networks FQ3 2026 results release, June 2, 2026) — contracted future obligation compounding faster than recognised revenue, which is the opposite of what buying revenue with price would produce. The counterweight is disclosed in the same filings: the 10-K warns sales prices "may decline for a variety of reasons, including competitive pricing pressures, discounts," anticipates that "sales prices and gross profits for our products could decrease over product life cycles," and reports "demands for customer financing and deferred payments." Against CrowdStrike in security operations and Zscaler in SASE, Palo Alto is competing across the whole surface rather than defending a monopoly on any one of them — hence a narrow moat, not a wide one.

CXMT (ChangXin) is a Hefei-based IDM that designs and fabricates DDR5 and LPDDR4X/LPDDR5/5X/LPDDR6 memory and sells DRAM wafers, chips and modules. Its 2026 interim report says it reached its fourth process platform through a 'generation-skipping' (跳代研发) R&D strategy, and that it ranks first in China and fourth globally by shipments and sales. First-half 2026 revenue was ¥150.31bn (DDR series ¥69.47bn, LPDDR series ¥78.19bn), with a main-business gross margin of 84.84%. TrendForce puts its 2Q26 DRAM revenue share at 9.5%, up from 7.6% in 1Q26. The position is real but recent. The report concedes gaps to the three leaders in scale, technology and customers. The customers it names are Alibaba Cloud, ByteDance, Tencent, Lenovo, Xiaomi, Transsion, Honor, OPPO and vivo. On 2026-06-08 the US Defense Department added its subsidiary ChangXin Memory to the Section 1260H list. TrendForce notes that export controls leave CXMT relying on DUV multiple patterning rather than EUV, and that its prospectus 'has not disclosed a clear mass-production timetable' for HBM. The report itself warns that the continued steep rise in DRAM prices is not sustainable (价格的持续大幅上涨不具备可持续性) as international makers add capacity.

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.

A security-software consumer of the AI stack rather than a supplier to it — it buys compute to run Precision AI and now sells protection for the stack itself through Prisma AIRS (AI model scanning, posture management, red teaming, runtime and AI-agent security). Distribution is two-tier and concentrated: 44.2% of fiscal 2025 revenue came through three distributors and more than 8,500 channel partners, while no single end-customer exceeded 10% of revenue in fiscal 2025, 2024 or 2023.

Upstream DRAM IDM selling wafers, chips and modules to server, smartphone, PC and automotive makers, mostly through distributors (¥133.48bn of ¥150.31bn first-half 2026 revenue).

Products (share / barrier)
Long-horizon vote +0.11 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →

+0.13 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →

-0.06 at weight 0.20 · swarm bullish

Editorial prior, not backtested.

see exactly how it voted →