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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 Adobe×Cipher Mining×TeraWulf× maximum of 3 — remove one to swap
Adobe ADBE ai moat: latest change 2026-01-15 Cipher Mining CIFR ai moat: latest change 2026-02-24 TeraWulf WULF ai moat: latest change 2026-02-27
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

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

none

TeraWulf's case for a moat rests on long-term, credit-supported leases on power it controls, and only part of that capacity is delivered. Its 2025 Form 10-K (filed 2026-02-27) says its HPC arrangements are "structured as long-term data center leases, typically with base terms ranging from 10 to 25 years, contractual escalators, and renewal and contraction options", and that "Certain projects benefit from investment-grade credit support". Google backstops Fluidstack's obligations under the Fluidstack leases. In the Q2 2026 release (2026-08-05, https://investors.terawulf.com/news-events/press-releases/detail/144/terawulf-reports-second-quarter-2026-results) the company reported "$31.9 million of HPC lease revenue, representing approximately 71% of total revenue", with 102 MW of revenue-generating critical IT capacity at Lake Mariner. It also reported a 20-year Anthropic lease for about 401 MW that "represents approximately $19 billion of contracted revenue over the initial term". Power is being contracted ahead of tenants: on 2026-10-05 the company said Kentucky Power had agreed to raise contracted capacity at its Muskie campus "from 500 megawatts ("MW") to 1 gigawatt ("GW")". The limits are also in the 10-K. Its competitors include REITs, independent developers, hyperscalers, infrastructure funds and converted miners. It says "We depend on significant customers for our HPC data centers", that backstops "are only effective following the commencement of the relevant lease", and that "The Company does not currently hold patents". Long leases are the standard form in this market, and with 102 MW in service against far more under contract, they are contracted revenue rather than a demonstrated advantage over rivals, so the band is none.

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

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

none

No moat source is demonstrated yet. Switching costs are the most likely candidate, from long leases on purpose-built, liquid-cooled halls. The 10-K says Lake Mariner "incorporates advanced liquid-cooling systems, redundant electrical architectures, and scalable mechanical and network infrastructure optimized for high-density GPU deployments", leased under terms of "10 to 25 years". The only cited sign of a tenant expanding in place is small: the Q2 2026 10-Q says that in July 2026 the company "amended certain of the Fluidstack HPC Leases to increase the aggregate contracted critical IT load under two leases from 162 MW to 168 MW". The Anthropic lease has "an initial term of 20 years commencing upon delivery of the applicable leased premises, with two options to extend the initial term by five years each". Controlled power reinforces the position but is not exclusive. The 10-K says competition "is primarily centered on securing and developing high-power sites, accessing reliable and cost-competitive electricity, and attracting capital", which rivals with capital can also do. Intellectual property is not a source: the company holds no patents.

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

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

fast follower

No independent share or rank was found. The 10-K says the company competes with "data center real estate investment trusts (REITs), independent data center developers, hyperscalers, infrastructure funds, and, in certain cases, digital asset miners with infrastructure suitable for HPC conversion". With 102 MW of revenue-generating critical IT capacity in service (Q2 2026 release), TeraWulf is small next to established operators. It has, however, won Fluidstack, Core42 and Anthropic as tenants and "reaffirms target of contracting 250–500 MW of incremental critical IT capacity annually". That is a fast follower.

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

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

moderate

The leases escalate and pass costs through: the 10-K cites "contractual escalators", and the Q2 2026 10-Q says operating costs "are passed through to the customers, generally with a mark-up". Against that, to obtain Google's backstop of Fluidstack's lease obligations, the company issued Google warrants "to purchase a total of 73,580,000 shares of Common Stock for an exercise price of $ 0.01 per share of Common Stock" (Q2 2026 10-Q). That gave value away to secure credit support. The 10-K lists the competitive factors as "site availability, power availability and economics, execution capability, access to capital, and customer relationships" and claims no price premium. Escalating long-term rents without evidence of a premium are moderate pricing power.

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.

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.

TeraWulf began as a bitcoin miner at Lake Mariner, on the site of a retired coal-fired plant in Barker, New York, and is becoming a developer and landlord of AI data-centre campuses. At the end of 2025, the 10-K says, its two campuses "have contracted 522 MW of critical IT load". The leases behind that figure are Core42 (60 MW, an initial ten-year term) and Fluidstack (378 MW, with Google credit support) at Lake Mariner, and a 168 MW, 25-year Fluidstack lease at the Abernathy, Texas joint venture, in which it holds 50.1 percent. In 2026 it moved further. By the Q2 2026 release it had 102 MW of revenue-generating capacity and 336 MW under construction at Lake Mariner, and HPC leasing was about 71 percent of revenue. It also signed a 20-year Anthropic lease for about 401 MW at its Justified campus in Kentucky, worth "approximately $19 billion of contracted revenue over the initial term", and agreed to sell its 50.1 percent Abernathy stake for "approximately $530 million". In Kentucky it is securing power ahead of tenants. The Justified power agreement was approved by the Kentucky Public Service Commission in August, Muskie's contracted power was raised to 1 GW, and delivery of its second 500 MW phase was brought forward to 2029, subject to Kentucky Public Service Commission approval (2026-10-05). The 10-K claims that in-house energy expertise "provides meaningful differentiation relative to many data center developers", but that is the company's own view. The documented constraints are a concentrated tenant base, credit backstops that switch on only at lease commencement, customer agreements that "may prohibit us from providing HPC hosting and colocation services to certain third parties, including competitors of existing HPC data center customers", no patents, and a history of operating losses. TeraWulf is rated as having no moat yet: its contracted, partly delivered capacity with credit-supported tenants is contracted revenue, and it is not protected from the well-capitalized rivals that are bidding for the same power and the same customers.

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.

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.

TeraWulf supplies powered, liquid-cooled critical IT capacity to AI compute tenants (Fluidstack with Google credit support, Core42 and Anthropic) from campuses where it controls land, interconnection and power contracts. Bitcoin mining at Lake Mariner is a legacy load.

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
  • Bitcoin mining (Odessa) Unknown · Low source: sec.gov
  • HPC data center leasing (Black Pearl, Barber Lake, Stingray) Challenger · Moderate source: sec.gov
  • Bitcoin self-mining (Lake Mariner) Unknown · Low source: sec.gov
  • HPC data center leasing (Lake Mariner, Justified) Challenger · Moderate source: sec.gov
Long-horizon vote +0.24 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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-0.06 at weight 0.20 · swarm bearish

Editorial prior, not backtested.

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+0.01 at weight 0.20 · swarm bearish

Editorial prior, not backtested.

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