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.
| Applied Digital | MongoDB | Eaton | |
|---|---|---|---|
| Moat rating | 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 FY2026 10-K frames a 'rapidly evolving and highly competitive' database market where the principal rivals — 'legacy database providers and large cloud providers' — hold explicit advantages: 'longer operating histories, more established relationships … significantly greater financial, technical, marketing or other resources … broader global distribution,' and can offer competing products 'at a low cost or no cost.' A developer-mindshare and switching-cost position is defensible but not wide against that field. | wide The FY2025 10-K asserts a durable competitive position across essentially all of the revenue base: for Electrical Americas and Electrical Global it states 'Eaton has a strong competitive position in these segments and, with respect to many products, is considered among the market leaders'; it repeats that language verbatim for Aerospace ('industry-leading portfolio', 'considered among the market leaders'); and for Vehicle it states 'Eaton is considered among the market leaders in this segment.' That is a claimed leadership position in four of the five reported segments, on a base of $27.4 billion of 2025 revenue, ~97,000 employees and customers in 180 countries, from a company founded in 1911. The rating is tempered rather than lifted higher by the filing's own admissions - price is named among the principal methods of competition in the Electrical, Vehicle and eMobility segments, and the risk factors flag 'newly competitive market players' and that 'our positions may also be impacted by new entrants into our product or regional markets.' |
| Moat type | 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. | switching costs A database is the system an application is built on: the 10-K states 'a database directly impacts an application's performance, scalability, flexibility and reliability,' and Atlas is 'our managed multi-cloud database-as-a-service' running the customer's live workloads — re-platforming a database is a rewrite, not a swap. | switching costs The filing's own description of how it competes points at designed-in and qualified positions rather than IP or pure scale. In Aerospace the principal methods of competition are listed as 'total cost of ownership, product and system performance, quality, design engineering capabilities, and timely delivery' - price is conspicuously absent, and 20% of segment sales go to three large aircraft OEMs, i.e. platform-level content that is qualified in and hard to displace mid-programme. In the Electrical segments 'customer service and support' sits alongside performance and technology as a method of competition, and 22% of sales go to six large customers. Intangibles_ip is explicitly ruled out as the primary source by the company itself: 'management believes that the loss or expiration of any single intellectual property right would not in and of itself have a material effect on Eaton's consolidated financial statements or its business segments.' Scale is real but secondary - the filing notes raw materials are bought 'from many suppliers' and 'under normal circumstances, the Company has no difficulty obtaining its raw materials,' which reads as supply resilience rather than a cost advantage claim. |
| Leadership | 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). | co leader The 10-K positions MongoDB as the leading document database by developer mindshare but names 'legacy database providers and large cloud providers' as better-resourced rivals across the broader database market — a category leader within a market it does not lead overall. | co leader The filing's leadership language is plural and hedged, not exclusive: 'considered among the market leaders' for the Electrical segments (qualified further by 'with respect to many products'), 'among the market leaders' for Aerospace, and 'Eaton is considered among the market leaders' for Vehicle. Nowhere does the 10-K claim to be the single leader in any market, and it never names a competitor or cites a market-share figure. 'Among the market leaders' maps to co_leader, not clear_leader. |
| 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. | moderate Owning the IP and the roadmap ('the determination of which features are included in our free or paid offerings') gives real list-price control, but the same filing flags competitors offering database products 'at a low cost or no cost basis,' which caps it. | moderate The filing describes pass-through ability that is real but bounded. On input costs: 'While we strive to recoup these increased costs through our pricing, product modifications or other mediating responses, if we are unable to do so without compromising the competitive position of our products and services, our results could continue to be impacted by this trend.' On macro conditions: 'our responses to mitigate the impact of these conditions, such as potential price increases, could negatively impact our market share or relationships with distributors or customers.' On tariffs: 'potential price increases or other mitigating efforts could negatively impact market share or otherwise increase the risk of customer disputes.' Price is also listed as a principal method of competition in Electrical Americas, Electrical Global, Vehicle and eMobility - so raising price is described by the company as costing share. Aerospace is the exception, where price is not among the listed methods of competition. The filing states no gross-margin trend in Item 1 or Item 1A. |
| Summary | 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. | MongoDB monetizes developer mindshare that began as open source: the 10-K notes 'we own the intellectual property of our offerings since we are the creators of the software,' which lets it run a 'proprietary software subscription business model' and control the roadmap. The durable asset is the document-model install base and Atlas's managed multi-cloud workloads, positioned for AI as 'the underlying database … capable of processing queries against rich and complex data structures.' The counterweight, in the filing's own words, is that the large cloud providers it depends on for Atlas hosting are also its best-resourced competitors. | Eaton describes itself in the FY2025 10-K as an 'intelligent power management company' making products for the data center, utility, industrial, commercial, machine building, residential, aerospace and mobility markets, capitalising on 'the megatrends of the electrification, digitalization, and the reindustrialization of and growth of megaprojects in North America.' Its defensibility rests on positions the filing says are already at or near the front of their markets - a 'strong competitive position' in both Electrical segments and Aerospace, competed on performance, technology, service and, in Aerospace, engineering and total cost of ownership rather than price - reinforced by acquisitions aimed at owning more of the electrical value chain into the data center (Fibrebond for 'modular solutions for multi-tenant and hyperscale data center customers,' Resilient Power Systems to accelerate 'commercialization of solid-state transformer technology,' and an agreed acquisition of Boyd Thermal adding 'critical liquid cooling technology, enabling the Company to serve hyperscale and colocation customers from the chip to the grid'). The counterweight, stated by the company, is customer concentration and a portfolio in flux: on January 26, 2026 Eaton announced its intention to spin off its Mobility business (the legacy Vehicle and eMobility segments) into an independent public company, and re-segmented accordingly in Q1 2026. |
| Chain position | Developer and landlord of power-advantaged, liquid-cooled AI data-center capacity, leased long-term to CoreWeave and investment-grade hyperscalers. | Layer-10 application-layer data platform — the operational database under AI and general software workloads. | Upstream electrical infrastructure into AI compute: Eaton supplies the power path from grid to rack, and the 10-K makes that link itself - data center is the first market it names, it cites 'momentum in the data center and utility end markets,' and its 2025-26 acquisitions target hyperscale/colocation modular buildings, solid-state transformers and liquid cooling 'from the chip to the grid.' Its exposure to AI is as a supplier to AI buildout, not as an AI technology vendor; the filing's only AI discussion of its own products is a risk factor about keeping pace with AI internally and about generative-AI compliance risk, which is incidental to the thesis. |
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| Long-horizon vote | -0.20 at weight 0.20 · swarm neutral Editorial prior, not backtested. | +0.13 at weight 0.20 · swarm neutral Editorial prior, not backtested. | +0.30 at weight 0.20 · swarm neutral Editorial prior, not backtested. |