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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 Nebius Group×Applied Digital×SAP× maximum of 3 — remove one to swap
Nebius Group NBIS ai moat: latest change 2026-04-30 Applied Digital APLD ai moat: latest change 2026-07-29 SAP SAP ai moat: latest change 2026-02-26
Moat rating narrow

The FY2025 20-F positions Nebius as 'one of the few global, at scale, multi-tenant clouds purpose built for AI,' but the same filing names its central dependency plainly: 'We currently rely on Nvidia for the GPU chips we use' — a purpose-built neocloud renting a supply the hyperscalers it competes with also control, which is a real but narrow position.

source: sec.gov

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.

source: sec.gov

wide

The 20-F describes a migration market made of SAP's own customers: RISE with SAP 'is targeted at our installed base customers and helps them on their journey from legacy ERP systems to SAP Business Suite' — an installed base so entrenched that moving WITHIN the vendor is a multi-year journey, with the Q2 2026 statement showing €22.9 billion of contractually committed cloud backlog, up 27%.

source: sec.gov

Moat type cost scale

The moat the filing describes is engineering: designs that 'optimize power and cooling efficiency, lower latency' plus 'a consistent track record of being one of the first-to-deploy the latest generation of NVIDIA GPU chips' — density and time-to-deploy at scale, not a switching lock.

source: sec.gov

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.

source: sec.gov

switching costs

ERP is the system of record for a company's core processes; the 20-F's own strategy language — SAP Business Suite as 'the destination for all our customers,' with AI-enabled migration tools easing the journey off SAP's own legacy systems — is a switching-cost moat described from the inside.

source: sec.gov

Leadership fast follower

The 20-F's own claim is 'one of the FEW global, at scale' AI clouds — a differentiated challenger to the hyperscalers it names as the competitive field, not a claimed leader of it; the first-to-deploy record is a follower's speed advantage, not category leadership.

source: sec.gov

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).

source: sec.gov

clear leader

Grounded in scale and position rather than an asserted share: the 20-F describes a market segment consisting of SAP's own legacy estates (RISE), and the Q2 statement shows Cloud ERP Suite revenue of €5.5 billion in a single quarter, up 25% — no competitor filing this site tracks describes an installed-base market of its own.

source: sec.gov

Pricing power weak

The filing frames a 'highly competitive' market with 'frequent introduction of new or improved solutions' and a GPU cost base set by a single supplier (NVIDIA) — a renter of compute competing on efficiency has little list-price control.

source: sec.gov

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.

source: sec.gov

moderate

Q2 2026: total revenue up 9% with non-IFRS operating profit up 7% — profit growing slightly behind revenue, and the 2026 profit outlook 'updated to reflect dilutive impact from Dremio and Prior Labs acquisitions' rather than raised.

source: sec.gov

Summary

Nebius sells a 'unified full-stack AI cloud that spans the complete AI journey – from compute capacity to software and services,' with hardware and software built in-house — the neocloud pitch of hyperscaler reliability at purpose-built efficiency, and a first-to-deploy record on new NVIDIA silicon. Two things bound the moat, both from the filing: it 'currently rel[ies] on Nvidia for the GPU chips,' the same constraint every neocloud shares, and it is a Nasdaq 'Controlled Company' whose founding shareholder holds concentrated voting power. The three non-core segments (Toloka, Avride, TripleTen) are separate businesses, not the cloud moat.

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.

SAP monetizes the stickiest software estate in enterprise computing twice over: a declining on-premise support stream and a growing cloud one, with the 20-F's 'flywheel' — Business AI enhancing Cloud ERP, which feeds Business Data Cloud, which fuels the AI — as the argument that the transition compounds rather than cannibalizes. The caveat is regulatory, in the filing's own words: the European Commission opened formal proceedings over on-premise maintenance and support policies, with suggested remedies market-tested in 2025 and 'pending final EC approval in 2026' — the moat's support-pricing half is under review.

Chain position

Layer-8 neocloud — a purpose-built AI compute provider reselling NVIDIA silicon at scale.

Developer and landlord of power-advantaged, liquid-cooled AI data-center capacity, leased long-term to CoreWeave and investment-grade hyperscalers.

Layer-10 application incumbent embedding AI (Joule, Business AI) into the enterprise system of record.

Products (share / barrier)
  • Nebius AI cloud (GPU compute + managed AI/ML platform) Challenger · Moderate source: sec.gov
  • Toloka / Avride / TripleTen (non-cloud segments) Unknown · Low source: sec.gov
  • Blockchain data center hosting (Jamestown / Ellendale) Niche · Low source: sec.gov
  • HPC data center leasing (Polaris Forge / Delta Forge AI factories) Challenger · Moderate source: sec.gov
  • Business AI (Joule, Joule Agents, Business Data Cloud) Unknown · Moderate source: sec.gov
  • Cloud ERP Suite (S/4HANA Cloud, BTP, LoB solutions) Leader · Deep source: sec.gov
  • On-premise software support Unknown · Deep source: sec.gov
Long-horizon vote -0.01 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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-0.20 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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+0.38 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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