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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 Cipher Mining×NVIDIA×Moderna× maximum of 3 — remove one to swap
Cipher Mining CIFR ai moat: latest change 2026-02-24 NVIDIA NVDA ai moat: latest change 2026-02-25 Moderna MRNA ai moat: latest change 2026-02-20
Moat rating none

Cipher (renamed Cipher Digital Inc. on 20 February 2026) holds signed, credit-supported leases but has not yet shown that they amount to a durable advantage. Its 2025 Form 10-K (filed 2026-02-24) says "Through the end of 2025, our revenue has been derived from mining bitcoin". Its Q2 2026 business update (2026-08-04, Exhibit 99.1, https://www.sec.gov/Archives/edgar/data/1819989/000181998926000038/q226_earningsxprxdraftxvf.htm) reported "Q2 2026 Revenue of $25 million", and its first HPC rent began only in August 2026 at Black Pearl. The 10-K's own risk factors describe a contested market. They say "There has been an increasing number of businesses constructing HPC data centers, which has resulted in increasing competition and pricing pressure that may cause us to reduce our pricing in order to remain competitive", that "our data centers are single-tenant properties", and that lessees "will have the right to terminate the lease if there are significant delays in the completion of construction". At Barber Lake, where the 10-K targeted Phase I delivery "by September 30, 2026", a September 2026 amendment, made "In connection with change orders and the continued evolution of tenant requirements", moved data-hall deliveries to the fourth quarter of 2026 through the first quarter of 2027. Under it, Cipher "will bear the first $359.3 million of costs in excess of the initial budgeted amount" (2026-09-25). There is real counter-evidence: a 15-year Amazon lease, a Google-backstopped Fluidstack lease whose contracted life a "leading AI lab" extended to 20 years, and a third lease with an investment-grade hyperscale tenant. Until that capacity is delivered and paying rent, though, a moat is not shown, so the band is none.

source: sec.gov

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.

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

No moat source is demonstrated yet. Switching costs are the most likely candidate, since the leases are long (15 years at Black Pearl; Barber Lake now a 20-year contracted life) and each site has a single tenant. But the 10-K says tenant guarantees "will only be effective after rent commencement under such leases and are subject to certain limitations", and by August 2026 rent had begun at only one site. The advantages the 10-K claims are the company's own. It speaks of "industry-leading expertise in originating and securing industrial-scale, greenfield data center sites" and of securing West Texas land "on more favorable terms than in more established data center markets". The same document says "there is significant competition for power capacity and energized facilities". Intellectual property is modest: "four granted United States patents and one issued patent in Taiwan". With 66 full-time employees, Cipher has no scale advantage over the competitors it names: CoreWeave, Digital Realty, Equinix, Vantage Data Centers and Aligned Data Centers.

source: sec.gov

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.

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 fast follower

No independent share or rank was found. The 10-K names CoreWeave, Digital Realty, Equinix, Vantage Data Centers and Aligned Data Centers as competitors, along with miners that have "signed leases with hyperscalers and HPC tenants": Hut 8, IREN, TeraWulf, Core Scientific and Applied Digital. Cipher has signed hyperscale-grade tenants (Amazon; Fluidstack with a Google backstop; a third investment-grade hyperscaler) but delivered its first HPC capacity only in August 2026 (Q2 2026 update). That makes it a fast follower. Its self-description as "a leading developer, owner, and operator of industrial-scale data centers" is the company's own claim and is not counted.

source: sec.gov

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.

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

The 10-K says competition "has resulted in increasing competition and pricing pressure that may cause us to reduce our pricing in order to remain competitive". It adds that if customers cut usage "we may be compelled to lower our prices or risk losing a significant customer". At Barber Lake, Cipher agreed to absorb "the first $359.3 million of costs in excess of the initial budgeted amount", with the tenant reimbursing "50% of any such costs above that amount" (2026-09-25, Exhibit 99.1, https://www.sec.gov/Archives/edgar/data/1819989/000181998926000043/barberlakeleaseamendmentpr.htm). Its one input-cost edge is specific to mining: Odessa's power costs about 2.8 c/kWh under the Luminant contract, available "until at least July 2027". A landlord that concedes cost overruns to its tenants has weak pricing power.

source: sec.gov

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.

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

Cipher built bitcoin mining data centres in Texas and is now developing single-tenant AI and HPC campuses for lease to hyperscalers. Its 10-K reports a portfolio of "4.2 gigawatts ("GW") of capacity across 10 sites". It lists a 15-year Amazon Web Services lease for about 300 MW of turnkey capacity at Black Pearl and a Fluidstack lease at Barber Lake (300 MW gross) under which Google "has agreed to backstop certain obligations of Fluidstack". It describes bitcoin mining at Odessa on a Luminant power contract at about 2.8 c/kWh. In 2026 it signed a third campus lease "with an investment-grade Hyperscale tenant" (Q1 2026 update, 2026-05-05), delivered first Black Pearl capacity in August "two months ahead of the original schedule" with rent commenced, and fully funded its Stingray development with a bond (Q2 2026 update). On 2026-09-25 it said Barber Lake's contracted life was extended from 10 to 20 years, taking contracted revenue at the site "from $3.8 billion to over $9 billion". The 10-K says Odessa was "the first bitcoin mining data center awarded the Management and Operations, or M&O, Stamp of Approval award from the Uptime Institute", which is independent recognition of how the company operates. Against this, the latest quarter's revenue was still bitcoin mining and fell to $25 million. The 10-K describes growing "competition and pricing pressure", single-tenant concentration, and termination rights for construction delays. The Barber Lake schedule was reset, and Cipher absorbs the first $359.3 million of cost overruns. Cipher's contracted pipeline is substantial, but a competitive advantage is not yet demonstrated, so it is rated as having no moat. That could change to narrow once its leased campuses are delivered and paying rent.

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.

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

Cipher develops single-tenant, powered data-centre campuses for hyperscale and AI tenants: Amazon at Black Pearl, Fluidstack (backstopped by Google) at Barber Lake, and an unnamed investment-grade hyperscaler at a third campus. Meanwhile it winds down bitcoin mining.

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.

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)
  • Bitcoin mining (Odessa) Unknown · Low source: sec.gov
  • HPC data center leasing (Black Pearl, Barber Lake, Stingray) Challenger · Moderate source: sec.gov
  • CUDA accelerated-computing software platform (CUDA-X, NVIDIA AI Enterprise) Leader · Deep source: sec.gov
  • Data Center AI accelerators (GPU — Blackwell/Hopper) Leader · Deep source: sec.gov
  • Data-center networking / interconnect (NVLink, InfiniBand, Spectrum Ethernet, DPUs) Top 3 · Moderate source: sec.gov
Long-horizon vote -0.06 at weight 0.20 · swarm bearish

Editorial prior, not backtested.

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+0.42 at weight 0.20 · swarm bullish

Editorial prior, not backtested.

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+0.05 at weight 0.20 · swarm bearish

Editorial prior, not backtested.

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