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.
| Cipher Mining | NVIDIA | Macronix International | |
|---|---|---|---|
| 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. | 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. | none Macronix has real niches, but its returns show no durable edge. It lost money through the last downturn, and in its largest market it trails two rivals. Its 2025 annual report shows a net loss of NT$3.3 billion (loss per share NT$1.77) on revenue of NT$28.9 billion, at an average gross margin of 17.8%. The year before, the net loss was NT$3,212,284 thousand. NOR Flash was 61% of 2025 revenue. In that market TrendForce (2026-09-14) names Winbond the 'market leader' and GigaDevice 'second-ranked', and Macronix gives its own share as 'approximately 16.9% in 2025'. Today's profits come from an industry-wide shortage. Gross margin rose to 64.4% in 2Q26 from 15.6% a year earlier. The Taipei Times (2026-07-30) reports that Macronix cited 'sharp price increases in NAND and NOR amid supply constraints'. |
| 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. | 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. | none The evidence does not support any of the candidate moat sources strongly enough. Scale: in NOR, TrendForce (2026-09-14) names Winbond 'market leader' and GigaDevice 'second-ranked', ahead of Macronix. Its capacity is 'effectively capped at around 25,000 wafers per month' (TrendForce News, 2026-04-28). IP: it holds 9,911 patents (2025 annual report), but they did not keep it profitable through the downturn. Niche position: TrendForce (2026-01-07) says Macronix 'has a competitive edge' in MLC NAND. That niche opened because Samsung, 'formerly the largest supplier', is exiting. TrendForce also warns that improved TLC solutions or a NAND downturn could pressure MLC prices. ROM: the company says it holds over half the market, but the line is shrinking. ROM revenue fell to NT$4,625,353 thousand in 2025 from NT$5,403,832 thousand in 2024. |
| 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. | 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. | fast follower In NOR Flash, TrendForce (2026-09-14) discusses 'market leader Winbond', 'second-ranked GigaDevice' and MXIC among 'major NOR Flash suppliers'. Macronix puts its own NOR share at approximately 16.9% in 2025, up from approximately 16.1% in 2024 (annual reports). Its claims to lead narrower markets rest on weaker evidence. The 2025 annual report says its ROM products 'account for more than 50% of the global market', which is a company claim. The Taipei Times (2026-07-30) says Macronix 'dominates the market for low-density multi-level-cell NAND used in eMMC'. |
| 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. | 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. | weak Supply, not Macronix, has set prices across the cycle. Gross margin was 17.8% for 2025 (annual report) and 15.6% in 2Q25, then rose to 40.8% in 1Q26 and 64.4% in 2Q26 (Taipei Times, 2026-07-30). During the shortage Macronix has raised NOR Flash and SLC NAND prices and 'shifted to a monthly negotiation model' (TrendForce News, 2026-04-28). It expects gross margin to reach 80 percent 'in the foreseeable future' (Taipei Times, 2026-07-30). These gains follow an industry-wide shortage: TrendForce (2026-09-14) reports that NOR contract prices rose by a cumulative average of 100–120% in 1H26. |
| 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. | Macronix is a Taiwanese integrated maker of non-volatile memory. It makes NOR Flash, SLC NAND, eMMC built on 2D MLC and 3D TLC NAND, and mask ROM, and runs a small foundry business. In 2025 NOR was 61% of revenue, ROM 16% and NAND 16% (annual report). The mix is shifting fast. TrendForce (2026-01-07) reports that Samsung's exit from MLC NAND leaves a niche in which Macronix has 'a competitive edge'. It also reports that Macronix 'has already scaled down some of its NOR Flash capacity' to make more MLC NAND. By 2Q26 NAND was 43% of revenue and NOR 48% (Taipei Times, 2026-07-30). TrendForce (2026-09-14) adds that Macronix is putting its new 12-inch capacity into NAND and eMMC, so its NOR bit growth trails its overall capacity growth. Its largest customer, a related party, accounted for 16.16% of 2025 revenue. The upcycle has turned results around. Revenue reached a record NT$19.13 billion in 2Q26 at a 64.4% gross margin, after net losses in 2024 and 2025. The verdict is no moat. Macronix is well placed in tight markets but trails Winbond and GigaDevice in NOR, and its recent profits come from a shortage that its rivals share. |
| 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. | Upstream supplier of NOR Flash, SLC NAND, eMMC and ROM to makers of automotive, industrial, communication, server, medical and game products. Foundry services were 6.43% of 2025 revenue. |
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| Long-horizon vote | -0.06 at weight 0.20 · swarm bearish Editorial prior, not backtested. | +0.42 at weight 0.20 · swarm bullish Editorial prior, not backtested. | -0.06 at weight 0.20 · swarm neutral Editorial prior, not backtested. |