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 | Applied Digital | Nokia | |
|---|---|---|---|
| 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. | none The FY2026 10-K (filed 2026-07-29) shows contracted revenue, not a demonstrated competitive edge. About 1,410 MW is leased under 15-year take-or-pay, non-cancellable base terms worth about $36.2 billion, but only about 100 MW of the roughly 1.5 GW that is contracted and either operating or under construction was operating and earning revenue at May 31, 2026, and Item 1A says "lessees may have the right to terminate applicable leases if there are significant delays in construction." Item 1A also concedes "We do not have the resources to compete with larger providers of similar products or services at this time," and the Competition section names 13 power-advantaged developers the company competes with. Signed leases give revenue visibility, but the filing does not show a durable advantage. | narrow The advantage is narrow and confined to one small unit. In the FY2025 20-F (filed 2026-03-05), Nokia Technologies turned EUR 1 501m of net sales into EUR 1 059m of operating profit (70.6%) while the group earned EUR 885m on EUR 19 889m (4.4%) — licensing out-earned the whole company on 7.5% of sales. Mobile Networks ran a 2.8% margin, down 270bps from 5.5% in 2024, against risk factors citing "equipment price erosion and aggressive price competition". Nokia Technologies net sales fell 22% from EUR 1 928m and operating profit 30% on 2024 catch-up, yet it is not eroding: over EUR 800m of contracted recurring revenue runs through 2030 and Technology Standards grew 12% cc in H1'26. |
| 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. | none The 10-K claims three advantages: power-advantaged sites (it believes securing power and interconnection ahead of demand is 'the principal constraint on new HPC capacity and a core differentiator for us from many of our competitors'), a standardized 'franchise-style' design, and hyperscaler master service and master telecom service agreements 'that are difficult to obtain.' The filing does not show any of them to be durable. Its Competition section says competition 'centers on securing and developing sites with access to large-scale, reliable, and cost-competitive power and interconnection' and names 13 power-advantaged developers going after the same leases, and Item 1A concedes it lacks the resources to compete with larger providers. Signed leases are take-or-pay and non-cancellable, so a tenant leaving for convenience owes 'the full remaining contractual value,' but that is contractual lock-in on each lease rather than a moat source, so no moat type is assigned. | intangibles ip The advantage is standard-essential cellular patents, and it lives in one unit. Nokia Technologies conducts "cellular, multimedia and WiFi research and standardization, protects Nokia's innovation by securing patents" and "monetizes Nokia's innovation through patent licensing", across "more than 26 000 families, including over 8 000 essential to 5G" and "more than 250 licensees" including Apple, Samsung and Mercedes-Benz. It is not network effects or switching costs: customers "may also consolidate their supplier base to our disadvantage - all the way to a one-supplier model". From 1 January 2026 the unit reports as Technology Standards inside Mobile Infrastructure. |
| 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. | behind The 10-K makes no leadership claim and gives no ranking or share figure. Item 1A concedes "We do not have the resources to compete with larger providers of similar products or services at this time" and that some rivals have "substantially greater liquidity and financial resources than we do." Its Competition section places APLD against established operators (Digital Realty, Equinix), hyperscalers that build their own capacity, independent developers and 13 named power-advantaged developers (IREN, Cipher Digital, TeraWulf, Hut 8, Riot, CleanSpark, HIVE, Core Scientific, Bitdeer, Galaxy Digital, Fermi, Keel Infrastructure, MARA). | at parity Nokia is top-three almost everywhere and decisive only in slices. The 20-F reports that "Dell'Oro and Omdia ranked Nokia third in global Mobile RAN market share for the first three quarters", and Radio Networks is the largest single business unit (EUR 1 765m of EUR 4 815m group, Q2'26). It also holds #2 in global optical, #1 in IP edge routing and #1 in xPON OLT for a sixth year (Dell'Oro/Omdia Q3'25), while in data centers it competes "against large incumbent players" and calls expansion "challenging". 2025 segment sales were Network Infrastructure EUR 7 986m vs Mobile Networks EUR 7 806m; the Q2'26 6-K shows Optical +20%, IP +16% cc, AI & Cloud EUR 446m vs 220m, Radio +7%. |
| 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. | weak Item 1A says "Due to the limited number of hyperscalers, we expect that a limited number of customers will continue to account for a high percentage of our revenue for the foreseeable future," and that if customers' equipment usage declines or they discontinue use of its facilities, APLD "may be compelled to lower our lease prices in some instances or risk losing a significant customer." One customer was 59% of FY2026 revenue from continuing operations. Take-or-pay, non-cancellable terms protect contracted revenue over the base term, and Note 19 reports a $39.1M HPC Hosting segment profit on $385.3M of segment revenue in FY2026, but those terms are agreed with a small group of concentrated buyers. | weak Pricing power is weak at the consolidated grain, in the filing's own words. The 20-F risk factors describe a market "characterized by maturing industry technologies... equipment price erosion and aggressive price competition", customers "reverting to vendors to compensate" for their own unit-revenue erosion, and warn Nokia "may increasingly be required to agree to less favorable contractual terms in order to remain competitive". Group operating margin was 4.4% in 2025. This band covers equipment, ~92% of sales, not licensing, whose FRAND-bound royalties ran a 70.6% margin; supply-tight optical is our inference, not filing text. |
| 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. | Applied Digital designs, builds and operates purpose-built, liquid-cooled HPC data centers, which it calls 'AI factories', and leases the capacity to CoreWeave and investment-grade hyperscalers. At May 31, 2026 its 10-K lists five campuses (Polaris Forge 1-3 and Delta Forge 1-2) with about 1,410 MW contracted under roughly 15-year take-or-pay, non-cancellable leases worth about $36.2 billion over the base terms. The filing claims three sources of advantage: it controls power-advantaged sites, it uses a standardized 'franchise-style' design built to deliver about 150 MW in about 14 to 18 months, and it holds hyperscaler master agreements that are 'difficult to obtain.' The same document shows how early the company is. About 100 MW was operating and earning revenue. One customer was 59% of FY2026 revenue from continuing operations. It competes with Digital Realty, Equinix, hyperscalers that build their own capacity and 13 named power-advantaged developers, and it concedes that it lacks the resources to compete with larger providers. Signed leases give long-dated revenue visibility, but the filing does not show a durable competitive advantage. | Nokia's moat is real but small and segment-bound. Per the FY2025 Form 20-F (filed 2026-03-05; Nokia files a 20-F, not a 10-K), the cellular SEP portfolio — 26 000+ patent families, 8 000+ declared essential to 5G, 250+ licensees, EUR 800m+ annual contracted recurring revenue through 2030 — produced a 70.6% operating margin on EUR 1 501m of sales and out-earned the entire group (EUR 885m). Everything else is competitive equipment: group operating margin 4.4%, Mobile Networks 2.8% (-270bps), with the filing's own risk factors describing price erosion, less favorable contract terms and customers consolidating "all the way to a one-supplier model". Rankings are per-line (#3 RAN, #2 optical, #1 IP edge routing, #1 xPON OLT; Dell'Oro/Omdia Q3'25), never company-wide. Q2/H1'26 figures come from the 23 Jul 2026 6-K: sec.gov/Archives/edgar/data/924613/000110465926086081/tm2621179d1_6k.htm |
| 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. | Developer and landlord of power-advantaged, liquid-cooled AI data-center capacity, leased long-term to CoreWeave and investment-grade hyperscalers. | — |
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| Long-horizon vote | +0.42 at weight 0.20 · swarm bullish Editorial prior, not backtested. | -0.20 at weight 0.20 · swarm neutral Editorial prior, not backtested. | -0.01 at weight 0.20 · swarm bearish Editorial prior, not backtested. |