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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 Applied Digital×Adobe×Moderna× maximum of 3 — remove one to swap
Applied Digital APLD ai moat: latest change 2026-07-29 Adobe ADBE ai moat: latest change 2026-01-15 Moderna MRNA ai moat: latest change 2026-02-20
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.

source: sec.gov

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

narrow

The FY2025 10-K supports a real but bounded advantage. The Competition section says the company believes "mRNA as a medicine coupled with our capabilities across mRNA technology, drug discovery, development and manufacturing provide us with a competitive advantage," and the Intellectual Property section backs that with more than 260 issued or allowed U.S. patents or applications, more than 140 granted or allowed outside the U.S., 485 pending applications, and latest-to-expire granted patents on all three approved products projected to 2041 in the U.S. and 2036 in Europe. Item 1A cuts the band down from wide: it opens the competition risk with "The vaccine market, and pharmaceutical market more generally, is intensely competitive," says Moderna "ha[s] been excluded from selling our COVID vaccines in many European markets due to a competitor's contract with the European Commission, which does not lapse until year-end 2026," that in RSV it "entered a market already occupied by two larger competitors," and that rivals "have exploited and may in the future exploit their greater size, infrastructure, resources and experience." The same section reports net losses of $2.8 billion in 2025 and $3.6 billion in 2024 against 2025 total revenue of $1.9 billion.

source: sec.gov

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.

source: sec.gov

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

intangibles ip

The filing locates the advantage in a patent and know-how estate, not in customer lock-in or cost. Intellectual Property describes "an expansive, multi-layered IP estate" whose platform claims cover mRNA chemistry, sequence optimization, engineering elements, LNP delivery systems and "innovative processes for the manufacture and analysis of mRNA drug substance and formulated drug product," alongside "substantial proprietary know-how associated with related manufacturing processes" and a trademark portfolio of at least 1,400 registrations. Nothing in the filing claims switching costs or a cost advantage; Item 1A says the opposite, that competitors leverage "larger supply chains and greater purchasing power."

source: sec.gov

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).

source: sec.gov

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

co leader

The Business section opens with the company's own claim that "Moderna is a pioneer and leader in the field of mRNA medicine." The Competition section frames the commercial reality more narrowly as a contest against a small named set: "We largely compete against Pfizer and BioNTech for sales of our COVID vaccines, whose vaccine is also based on mRNA technology. We also compete against other vaccines, including Sanofi and Novavax's." It does not claim a rank anywhere, and it places Moderna behind in the other approved category: in RSV "we compete against Pfizer and GlaxoSmithKline, who entered the U.S. market prior to us, and our RSV sales have been minimal to date."

source: sec.gov

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.

source: sec.gov

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

weak

Item 1A states that "certain U.S. private vaccine market practices, including regarding discounts, rebates and returns, may cause us to realize significantly lower revenues than list prices," and that "in some instances, our competitors have been able to offer more attractive terms than we can, and they may continue to do so in the future." On the flu candidate it says that in a well-developed market Moderna "may need to offer more favorable terms to gain market share (which we may be unable to do), which may negatively impact our profitability." The Commercial section adds that its markets are "characterized, particularly in the U.S. (our largest market), by a fragmented end customer base, unpredictability in orders and seasonality of deliveries."

source: sec.gov

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.

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.

Moderna's 10-K rests its competitive case on the mRNA platform and the IP wrapped around it: the company states it believes its capabilities "across mRNA technology, drug discovery, development and manufacturing" differentiate it, and reports more than 260 issued or allowed U.S. patents or applications, more than 140 granted or allowed abroad, 485 pending applications, and granted patents on Spikevax, mNEXSPIKE and mRESVIA projected to expire in 2041 (U.S.) and 2036 (Europe), plus trade secrets and manufacturing know-how it calls substantial. The filing is equally direct about the limits: the principal COVID rival's vaccine "is also based on mRNA technology"; a competitor's European Commission contract keeps Moderna out of many European COVID markets until year-end 2026; RSV sales are "minimal to date" behind Pfizer and GSK; and the risk factors warn that "the mRNA medicines field is growing rapidly, with increased competitive pressure from large and more established pharmaceutical companies." What is durable is science and plant rather than commercial position: Moderna bought and operates the Norwood (MTC) campus, completed a Marlborough site purpose-built for intismeran autogene that began shipping patient batches in September 2025, and runs UK, Canada and Australia facilities that were fully licensed in 2025, each government having entered a multi-year commitment to purchase mRNA products from the company.

Chain position

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

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.

A vertically integrated mRNA developer-manufacturer that sits between upstream licensors and government or retail buyers: it in-licenses the Penn modified-mRNA patents non-exclusively through Cellscript and mRNA RiboTherapeutics at low-single-digit royalties and NIAID's prefusion coronavirus spike and prefusion RSV F patents, manufactures drug substance at the owned Norwood MTC campus and individualized therapy at Marlborough, runs Moderna-built plants in the UK, Canada and Australia against multi-year government purchase commitments, and relies on CMOs for critical raw material production and fill-finish.

Products (share / barrier)
  • 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
  • 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
Long-horizon vote -0.20 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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+0.24 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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+0.05 at weight 0.20 · swarm bearish

Editorial prior, not backtested.

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