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.
| NetApp | NVIDIA | Cerebras Systems | |
|---|---|---|---|
| Moat rating | narrow The FY2026 10-K shows a real, durable lock but not an unassailable one. On the durable side: "Our cloud storage services are based on the same ONTAP data management software that underpins our on-premises ONTAP storage infrastructure offerings", and the same filing's income statement shows the company holding a gross margin near 71% across all three reported years - $4,433M on $6,268M in FY2024, $4,613M on $6,572M in FY2025 and $4,899M on $6,925M in FY2026 - while revenue grew from $6,268M to $6,925M and income from operations widened from 19% to 24% of net revenues. Holding that margin through the memory-cost shock the same filing discloses is the commercial evidence the lock is worth something. On the limiting side, the filing says competition "is intense", that in public cloud "customers may choose native cloud services that are consumed as operating expenses", and that "New competitors or alliances among existing competitors could emerge and quickly gain significant market share" - and IDC's 1Q26 external-storage tracker (Blocks & Files, 2026-06-16, cited on the AFF/ASA product row below) ranks NetApp second behind Dell, not first. | 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 One-of-a-kind silicon sold to very few buyers: the IPO prospectus discloses G42 at 24.0% of 2025 revenue (85.0% in 2024), MBZUAI at 62.0% of 2025 revenue, and a December 2025 MRA with OpenAI representing 'a substantial portion of our projected revenues over the next several years' — against a competitive field the same document names as NVIDIA, AMD, Intel, hyperscaler accelerators and the major clouds. |
| Moat type | switching costs The FY2026 10-K makes the source of the advantage explicit and it is the cost of leaving the data-management layer, not a network or a patent estate. The same ONTAP software runs the on-premises arrays and the cloud services ("Our cloud storage services are based on the same ONTAP data management software that underpins our on-premises ONTAP storage infrastructure offerings"), and the AFF family "allows customers to connect to clouds for more data services, data tiering, caching, and disaster recovery". A customer's volume layout, snapshot and replication workflow and operating tools therefore carry from the array into Azure, AWS and Google rather than being abandoned at the cloud boundary — the filing describes NetApp as "the only provider of enterprise-grade storage services natively embedded in the world's largest public cloud providers", so the usual moment of escape is instead the moment the relationship renews. | 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. | intangibles ip Wafer-scale integration is the moat's substance: the prospectus contrasts the WSE-3's 4 trillion transistors on 46,225 mm² of silicon with NVIDIA's B200 at 208 billion on roughly 1,600 mm² — a commercial chip category with one occupant. |
| Leadership | co leader IDC's 1Q26 external enterprise storage systems tracker, as reported by Blocks & Files on 2026-06-16 (cited in full on the AFF/ASA product row below), ranks NetApp second worldwide behind Dell and ahead of Everpure, Huawei and HPE, attributing the placing to "its growing all-flash business and cloud-integrated data management". Second of five ranked vendors, in a market whose leader is someone else, is a shared front rank rather than an owned one - and the distinct claim NetApp makes in the FY2026 10-K is positional rather than volumetric: being "the only provider of enterprise-grade storage services natively embedded in the world's largest public cloud providers". | 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. | clear leader Scoped to the category the record supports: wafer-scale integration has no other commercial occupant per the prospectus's own comparison, and the Q2 release claims — attributed, via AMD and AWS partnerships — leadership in disaggregated inference, a technique the prospectus defines. |
| Pricing power | moderate It holds price rather than raising it. On the figures filed with the FY2026 10-K, gross margin was 70.7% of revenue in FY2024 ($4,433M on $6,268M), 70.2% in FY2025 ($4,613M on $6,572M) and 70.7% in FY2026 ($4,899M on $6,925M) - flat across three years in which revenue grew from $6,268M to $6,925M - and it held that level while absorbing a component-cost shock. It is no stronger than that because the filing's own risk factor lists "competitive pricing, customer price sensitivity" and "pricing and discounting pressures" among the drivers of gross margin, and discloses that the company "experienced inflationary pressure and supply chain constraints beginning in the second half of fiscal 2026, resulting in increased costs for memory and other components, which have affected our gross margins" - a cost shock it is absorbing rather than fully passing on. | 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 The CFO states Q2 'significantly improved core gross and operating margins compared to a year ago' — improving, from a base where three named customers hold most of the revenue and the leverage that comes with it. |
| Summary | NetApp sells storage hardware but the asset is ONTAP, the data-management software that has run its arrays for over three decades and now also runs inside the three largest public clouds as a first-party service. The FY2026 10-K organises the company into two segments, Hybrid Cloud (AFF and ASA all-flash arrays, AFX for AI workloads, FAS hybrid-flash, E/EF-Series, StorageGRID object storage) and Public Cloud (Azure NetApp Files, Amazon FSx for NetApp ONTAP, Google Cloud NetApp Volumes, Cloud Volumes ONTAP), and states that both rest on the same ONTAP software. That is the whole argument: an enterprise that has standardised its snapshots, replication and multiprotocol access on ONTAP carries those habits with it when it moves workloads to a hyperscaler, and NetApp is paid on both sides of the move. The evidence that the lock has commercial value is the margin's steadiness: across the three years the FY2026 10-K reports, gross margin sat at 70.7%, 70.2% and 70.7% of revenue ($4,433M on $6,268M, $4,613M on $6,572M, $4,899M on $6,925M) while revenue grew, and the filing's own percentage-of-revenue table shows no mix shift doing that work - product and services held near 46% and 54% of revenue throughout. The limits are equally in the filing. NetApp is second, not first: IDC's 1Q26 tracker puts it behind Dell in external enterprise storage, and the 10-K's competition section concedes that cloud providers are simultaneously partners and rivals, that consumption models "may reduce overall demand for our traditional on-premises offerings sold through a capital expenditure (capex) model", and that alternative architectures "may reduce or eliminate demand for some of our offerings". Component exposure is real too: the filing discloses "inflationary pressure and supply chain constraints beginning in the second half of fiscal 2026, resulting in increased costs for memory and other components, which have affected our gross margins", and names NAND among the components whose supply can tighten. This is a durable second place built on software stickiness, not a structural monopoly. | 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. | Cerebras bet that AI compute should be one enormous chip rather than many small ones — 'quantities of compute and memory never before assembled on a single commercial chip,' avoiding 'the latency and the power-draw induced by the traditional approach,' in the prospectus's words — and is converting that bet into an inference cloud: Q2 2026 cloud revenue grew 281% with 600 MW of data center capacity under contract and $25.4 billion of remaining performance obligations. The concentration that funded the bet is the risk that remains: two related-party Gulf customers were 86% of 2025 revenue between them, with the OpenAI MRA now layered on top. |
| Chain position | NetApp sits between the memory supply and the enterprise data centre. Upstream, the FY2026 10-K says "Third-party component costs make up a significant portion of our product costs" and singles out NAND as hard to manage "if supplies of certain components, including NAND, become limited relative to demand". Downstream, the hyperscalers are channel, partner and rival at once: the filing states "We both partner with and compete against cloud service providers through our cloud-based software and services offerings", while Azure NetApp Files, Amazon FSx for NetApp ONTAP and Google Cloud NetApp Volumes are delivered as those clouds' own natively embedded services. Distribution is a mix of direct sales and "an ecosystem of partners, including the leading cloud providers". | 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. | Layer-4 wafer-scale accelerators plus an inference cloud — hardware vendor and specialized cloud in one node. |
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| Long-horizon vote | +0.13 at weight 0.20 · swarm neutral Editorial prior, not backtested. | +0.42 at weight 0.20 · swarm bullish Editorial prior, not backtested. | +0.20 at weight 0.20 · swarm bearish Editorial prior, not backtested. |