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.
| NVIDIA | Palo Alto Networks | Qualcomm | |
|---|---|---|---|
| Moat rating | 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. | 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. | 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. |
| Moat type | 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. | 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. | 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. |
| Leadership | 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. | 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. | 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%. |
| Pricing power | 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. | 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. | 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". |
| Summary | 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. | 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. | 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%. |
| Chain position | 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. | 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. | 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. |
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| Long-horizon vote | +0.42 at weight 0.20 · swarm bullish Editorial prior, not backtested. | +0.13 at weight 0.20 · swarm neutral Editorial prior, not backtested. | +0.13 at weight 0.20 · swarm bearish Editorial prior, not backtested. |