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 | ChipMOS Technologies | |
|---|---|---|---|
| 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 ChipMOS earns thin returns in businesses its own 20-F describes as price-driven. The FY2025 20-F reports gross margin of 10.8% in 2025, against 13.0% in 2024. Profit attributable to equity holders was NT$551 million, against NT$1,440 million in 2024 and NT$1,968 million in 2023. The display driver business, 24.5% of 2025 revenue, saw its gross margin fall to 7.5% from 22.5%, which the filing attributes to 'the decline of average selling price'. Its revenue fell 20% on customer inventory adjustments and 'the price competition among DDIC suppliers in Mainland China'. Assembly services ran at a -1.6% gross margin. The filing says prices for its services 'tend to decline over the course of its product and technology life cycle'. Results improved in the 2026 memory upturn: the 2Q26 press release reports an 18% gross margin and the 2Q26 call reports a 14.4% return on equity. One strong quarter in a memory upturn does not offset profits that fell in both 2024 and 2025, so the rating is none. |
| 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 None of the moat sources is supported. Switching costs are low: the 20-F says customer qualification 'typically takes up to eight weeks', that test correlation 'typically takes up to two weeks', and that most customers buy through purchase orders with 'three-month non-binding rolling forecasts'. Scale sits elsewhere: TrendForce's 2024 ranking (2025-05-13) places ChipMOS tenth among OSATs at $710M, against $2.28B for Powertech, which TrendForce (2026-01-12) calls the world's leading DRAM and NAND test and packaging provider. IP is not decisive: the 20-F lists the measures of competitiveness in testing as software engineering, quality of service, flexibility, capacity, production cycle time and price. It names ASE, Amkor, Chipbond, KYEC, Powertech, JCET and UTAC as competitors, alongside IDMs with in-house capacity. |
| 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. | at parity TrendForce's 2024 ranking (2025-05-13) places ChipMOS tenth among global OSATs with $710M in revenue, and credits its driver IC business with 'steady demand in the automotive and OLED sectors'. Powertech's 2025 annual report, compiled from Taiwan's Market Observation Post System, shows ChipMOS revenue of NT$23,933 million in 2025, against NT$21,454 million for Chipbond, a competitor the 20-F names, and NT$74,929 million for Powertech. The 20-F calls ChipMOS 'one of the leading independent providers' of display driver and memory testing and assembly in Taiwan, which is its own description. No source shows a lead over peers, so the band is at_parity. |
| 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 The 20-F says its service fees 'tend to decline in tandem with the declining average selling prices of the products we test and assemble'. It says memory fees 'were sharply reduced in tandem with' falling DRAM and flash prices in the past. Display driver gross margin fell to 7.5% from 22.5% in 2025 on falling selling prices. In the 2026 upturn the company is passing costs through: on the 2Q26 call the chairman said rising costs for substrates, lead frames and gold will be passed on to customers, and gross margin reached 18.0%. That is cost recovery in a tight market, not durable pricing power. |
| 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. | ChipMOS is a Taiwanese outsourced assembly and test house (OSAT) with plants in Hsinchu and Tainan. In 2025, memory and logic/mixed-signal testing was 23.7% of revenue, assembly 28.6%, display driver assembly and test 24.5% and bumping 23.2%. Its top five customers took 61% of revenue, and its top fifteen include Micron, Novatek, Himax, Nanya, Winbond, Macronix and MediaTek. The memory upturn has shifted the mix. On the 2Q26 call, memory was 51% of revenue and display drivers 18.1%, overall utilization was 72%, and management said it 'selectively raised the memory OSAT price' to reflect material costs. 2Q26 revenue of NT$7,383.1 million was the highest since 2014. TrendForce (2026-01-12) cites analysts saying that DRAM, 'led by DDR4, which makes up roughly 70–80% of memory sales', remains the company's 'core earnings driver'. Management is reallocating capacity. It signed a three-year memory wafer test take-or-pay contract in early 2026, it is 'monetizing the low-end and lower UT level DDIC assets', and it plans to add testing capacity for AI ASICs and silicon photonics. The verdict is no moat: a capable mid-sized OSAT whose margins follow memory prices and Chinese display-driver competition. |
| 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. | Back-end assembly and test supplier to memory makers and display-driver designers. Customers headquartered in Taiwan were 87% of 2025 revenue, per the 20-F. |
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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 bearish Editorial prior, not backtested. |