Skip to content

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 Adobe×Equinix×Nebius Group× maximum of 3 — remove one to swap
Adobe ADBE ai moat: latest change 2026-01-15 Equinix EQIX ai moat: latest change 2026-02-11 Nebius Group NBIS ai moat: latest change 2026-04-30
Moat rating narrow

The FY2025 10-K's own Competition section says the markets for Adobe's solutions are characterized by 'limited barriers to entry, short product lifecycles, customer price sensitivity ... and the frequent entry of new solutions or competitors', and Item 1A adds that Adobe 'face[s] increasing competition from companies offering generative and agentic AI solutions, including but not limited to prompt-based and multi-modal creation and editing, document productivity and understanding' - the two categories that carry the Digital Media segment. That disclosed contestability caps the moat below wide, while the same filing's industry-standard app designations and 89% consolidated gross margin keep it well above none.

source: sec.gov

wide

The FY2025 10-K (filed 2026-02-11) grounds the advantage in an asset that took 27 years to assemble and that a competitor cannot buy: "Over our 27-year history, we have curated a diverse, industry-leading ecosystem of more than 500,000 interconnections", "over 10,500 customers, including 2,000+ network service providers and a leading market share of cloud-on ramps", across "280 data centers, in 77 markets in 36 countries", with "99.9999%+ operational uptime" delivered in 2025 and no single customer at 10% of revenue. Because the value of each IBX rises with who else is already inside it, incumbency compounds rather than decays. The counterweight is real and disclosed: Item 1A says "The global multi-tenant data center market is highly fragmented. It is estimated that we are one of more than 2,400 companies that provide these offerings around the world", and warns that competitors "may adopt aggressive pricing policies". That caps the pricing that the moat converts into, not its durability — the fragmentation sits in commodity space-and-power, while the interconnection density the filing describes has no comparable substitute. FY2025 revenue of $9.217B with operating margin recovering to 20.0% from 15.2% in FY2024 is consistent with the incumbency holding.

source: sec.gov

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

Moat type switching costs

The 10-K frames Adobe's differentiation as an integrated ecosystem the customer's work lives inside: Creative Cloud Pro subscribers get 'cloud storage to easily sync, access, collaborate and share their work, files and assets', the AI platform offers a choice of models 'without the friction of switching between workflows and platforms', and on the enterprise side 'Our competitive differentiation comes from the increased value we provide customers by integrating the Adobe Experience Platform with our comprehensive set of solutions'. 96% of FY2025 revenue is subscription, with $22.52B of remaining performance obligations, up 13% year over year.

source: sec.gov

network effects

The 10-K names the mechanism itself, twice and unprompted: "As more customers choose Equinix for high connectivity and performance reliability at the metro edge, it benefits their suppliers and business partners to colocate in the same data centers and connect directly with each other. This adjacency creates a network effect that attracts new customers while continuously enhancing our value proposition to existing customers", and in the Competitive Landscape section, "This ecosystem creates a network effect that improves performance and lowers the cost for our customers". The evidence is the count of participants rather than any patent or unit-cost claim — 500,000+ interconnections, 2,000+ network service providers, a leading share of cloud on-ramps, an Internet Exchange the filing calls "the largest global peering solution". Switching costs are a genuine second layer (fixed-duration contracts billed on space and power, physical cross connects into resident counterparties), but they are what holds a customer already inside the ecosystem; the reason to enter in the first place is who is already there.

source: sec.gov

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

Leadership clear leader

In the segment that is 74% of FY2025 revenue ($17.65B of $23.77B) the 10-K asserts leadership outright: Illustrator 'our industry-standard vector graphics app', After Effects 'our industry-standard motion graphics and visual effects app', Acrobat 'a leading document productivity app', and 'category and brand leadership' in the Competition section. The claim does not extend to the whole company - the same section says the marketing solutions 'face broad competition from large, established enterprise software and cloud companies'.

source: sec.gov

clear leader

Leadership is claimed on interconnection, not on square footage, and the filing's own evidence is about density: "our position is unmatched in the industry" is supported by 2,000+ resident network service providers, "a leading market share of cloud-on ramps", 500,000+ interconnections and an Internet Exchange described as "the largest global peering solution", across 36 countries. The band is read against neutral, ecosystem-dense colocation, where that footprint has no direct analogue. It is deliberately not read against total data centre capacity: the same 10-K puts Equinix among "more than 2,400 companies" in a "highly fragmented" MTDC market, and Item 1A concedes the company must compete for land and power against "new market entrants" drawn in by AI.

source: sec.gov

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

Pricing power strong

Per the same 10-K's segment table, Digital Media earned a 95% gross profit margin in FY2025 (96% FY2024, 95% FY2023) and consolidated gross margin held at 88%/89%/89% across FY2023-FY2025 while revenue grew 11% to $23.77B. 96% of revenue is subscription and remaining performance obligations reached $22.52B, up 13%. Item 1A's warning of 'downward pressure on pricing and gross margins' has not shown up in realized margin.

source: sec.gov

moderate

Contract structure supports price: fixed-duration agreements billed on space and power plus per-connection interconnection fees, an installed base too physically entangled to move cheaply, and 99.9999%+ uptime in 2025 as the thing being paid for. FY2025 revenue of $9.217B grew about 5% on FY2024's $8.748B while operating margin recovered to 20.0% from 15.2%, so pricing and cost were at least held. But the filing itself refuses the strong band: competitors "may adopt aggressive pricing policies, especially if they are not highly leveraged or have lower return thresholds than we do. As a result, we may suffer from pricing pressure that would adversely affect our ability to generate revenues", and some rivals bundle communications or cloud services against bare colocation. Power procurement is a further pass-through risk the filing flags. Price is defended, not dictated.

source: sec.gov

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

Summary

Adobe's durable advantage is the cost of leaving rather than any disclosed market share. Its FY2025 10-K calls Illustrator 'our industry-standard vector graphics app' and After Effects 'our industry-standard motion graphics and visual effects app', describes Acrobat as 'a leading document productivity app', and sells them as one subscription ecosystem where assets, workflows and collaboration are cloud-resident. The economics follow: Digital Media earned a 95% gross profit margin on $17.65B of FY2025 revenue, 74% of the company. The same filing is unusually candid about the limits, calling its markets characterized by 'limited barriers to entry' and warning that competition will 'continue to intensify' with named generative and agentic AI entrants in both creation and document productivity - so the moat reads narrow rather than wide, held today by realized pricing and switching costs rather than by structural protection.

Equinix is a network-neutral, multi-tenant colocation and interconnection REIT: it does not sell compute, it sells the metro-edge real estate where networks, clouds and enterprises physically meet. The FY2025 10-K describes the platform as "280 data centers, in 77 markets in 36 countries" serving "over 10,500 customers, including 2,000+ network service providers and a leading market share of cloud-on ramps", carrying "more than 500,000 interconnections" curated over 27 years, with 61% of 2025 revenue recognised outside the U.S. Revenue is structurally recurring — infrastructure offerings are "billed based on the space and power a customer consumes" under fixed-duration contracts generating MRR, interconnection is "billed based on the outbound connections from a customer" — and no customer reached 10% of 2025 revenue. AI enters the story as demand rather than as a product: the filing positions Equinix as the interconnect point for "model providers, data platforms, neoclouds and gateways", and pushes core hyperscale capacity into xScale, which is "developed and operated through our joint venture partnership arrangements". The bear case is in the company's own Item 1A. The MTDC market is "highly fragmented", Equinix being "one of more than 2,400 companies"; competitors "may adopt aggressive pricing policies"; the AI build-out invites "significant investments in the data center industry by both current competitors and new investors", after which "we could lose market share" and must "compete against certain of these competitors to secure the land and power needed for our expansion plans". Product extension has also failed before — the filing notes past offerings "have been or are being discontinued, including the Equinix Metal product". The honest reading: the interconnection ecosystem is close to unreplicable and the moat sits there; the capacity business around it is a capital race Equinix enters with scale but no immunity.

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.

Chain position

An AI-application layer company that both builds its own commercially safe Firefly foundation models and licenses 'an extensive ecosystem of third-party models', distributing generative AI into creative, document and marketing workflows.

Equinix is the neutral meeting point of the AI and cloud supply chain rather than a link in its manufacturing path: it houses other companies' compute and sells the adjacency between them. The 10-K places it between the network layer (2,000+ service providers), the cloud layer ("a leading market share of cloud-on ramps") and enterprise consumers who "assemble these capabilities into operational stacks", and describes an AI ecosystem "of model providers, data platforms, neoclouds and gateways" curated for enterprise AI demand. Core hyperscale training capacity sits beside that, not inside it, in xScale, built with JV partners so hyperscalers "add to their core hyperscale data center deployments and existing customer access points at Equinix". The revenue is therefore levered to AI's distribution and inference edge more than to training-cluster buildout.

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

Products (share / barrier)
  • Adobe Acrobat solutions (Acrobat Studio, Acrobat Pro, Acrobat Standard, Acrobat Reader) Leader · Moderate source: sec.gov
  • Adobe Experience Platform and Experience Cloud apps (Real-Time CDP, Journey Optimizer, Experience Manager, Analytics, Marketo Engage, Commerce, Workfront) Unknown · Moderate source: sec.gov
  • Adobe Express Unknown · Low source: sec.gov
  • Adobe Firefly solutions (Firefly models, Firefly app, Custom Models, Foundry, Firefly Services) Unknown · Moderate source: sec.gov
  • Adobe Substance 3D Collection Unknown · Moderate source: sec.gov
  • Creative Cloud Pro flagship apps (Photoshop, Illustrator, Premiere Pro, After Effects, Lightroom) Leader · Moderate source: sec.gov
  • 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
Long-horizon vote +0.24 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →

+0.38 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →

-0.01 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →