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 | Jabil | |
|---|---|---|---|
| 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 Jabil's FY2025 10-K (fiscal year ended August 31, 2025) says it plainly: "Our business is highly competitive, and our manufacturing processes are generally not subject to significant proprietary protection." It adds that "The significant purchasing power and market power of these competitors, many of which are large companies, has and could increase pricing and competitive pressures for us", that some "have substantially greater manufacturing, research and development (R&D) and marketing resources", and that customers "are continually evaluating the merits of manufacturing products internally against the advantages of outsourcing". Stored fundamentals from the 10-Ks show gross profit of $2,867 million on $34,702 million of revenue in fiscal 2023, $2,676 million on $28,883 million in fiscal 2024 and $2,646 million on $29,802 million in fiscal 2025. AI demand has since accelerated growth (fiscal 2026 net revenue of $36.0 billion, per the 2026-09-30 release), but growth is not protection, and the filing's own description is of an unprotected, competitive service. No moat is claimable. |
| 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 10-K says "We currently have a relatively modest number of patents for various innovations" and that Jabil relies "largely upon a combination of intellectual property laws, non-disclosure agreements with our customers, employees, and suppliers and our internal security systems, policies, and procedures", with other proprietary-rights factors being "the knowledge and experience of our management and workforce". Its stated advantages are operating methods (customer-dedicated business units, "highly automated, continuous flow manufacturing", global production and centralized procurement), not lock-in: "In the past, some of our customers moved a portion of their manufacturing from us in order to more fully utilize their excess internal manufacturing capacity." On the Q4 FY2026 call (https://earningswhispers.com/transcript/JBL/Q42026) management described a build-to-customer-design model rather than proprietary platforms: "We help customers build the system they've designed with their silicon, their architecture, and whichever suppliers they choose." |
| 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 The 10-K calls Jabil "one of the leading providers of engineering, manufacturing, and supply chain solutions" and claims no rank. Independently, EMSNOW/in4ma's "EMS&ODM Global 100" (2026-03-06, https://www.emsnow.com/?p=53535) groups Jabil with Flex, Celestica and Sanmina as the US "big four", "representing about 85% of the revenue base among ~20 US headquartered EMS/ODM", while Wistron, Quanta and Wiwynn "plus Foxconn together account for nearly 57% of global EMS/ODM production". The 10-K concedes some competitors have "substantially greater manufacturing, research and development (R&D) and marketing resources". Among the largest Western contract manufacturers but behind the Taiwanese leaders in scale: at parity, not a leader. |
| 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 Stored fundamentals show gross profit of $2,867 million on $34,702 million of revenue in fiscal 2023, $2,676 million on $28,883 million in fiscal 2024 and $2,646 million on $29,802 million in fiscal 2025. The 10-K says "Most of our significant long-term customer contracts permit quarterly or other periodic prospective adjustments to pricing based on decreases and increases in component prices and other factors", so component costs largely pass through, while competitors may "be better positioned to compete on price for their services". Management's fiscal 2027 outlook is a core operating margin (non-GAAP) of 6.1% (release, https://www.sec.gov/Archives/edgar/data/898293/000162828026063890/jbl-20260930ex991.htm). |
| 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. | Jabil provides engineering, manufacturing and supply chain services through three segments. Per its FY2025 10-K, Intelligent Infrastructure serves "capital equipment, cloud and data center infrastructure, and networking and communications" customers; Regulated Industries serves automotive and transportation, healthcare and packaging, and renewables and energy infrastructure; and Connected Living and Digital Commerce is focused on "digitalization and automation, including warehouse automation and robotics". AI demand now drives growth: the fiscal 2026 release (2026-09-30) reports net revenue of $36.0 billion, with the CEO saying Jabil "grew revenue 21%, expanded core operating margin 40 basis points", and on the Q4 FY2026 call management said "AI-related revenue was up 60% year-over-year", that Jabil "ended the year with four customers with AI related revenue above a billion dollars annually", and that it expects cloud and data center infrastructure revenue of "approximately $17.5 billion" in fiscal 2027. The 10-K shows the limits: the five largest customers were approximately 36% of fiscal 2025 revenue and one customer, reported primarily in Intelligent Infrastructure, 16%; manufacturing processes are "generally not subject to significant proprietary protection"; and competitors may "be willing or able to make sales or provide services at lower margins than we do". An independent tally (EMSNOW/in4ma, 2026-03-06) counts Jabil among the US "big four" EMS providers while putting Foxconn, Wistron, Quanta and Wiwynn at "nearly 57% of global EMS/ODM production". A large, fast-growing contractor without a protected position. |
| 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. | Contract manufacturer for cloud, networking, semiconductor-equipment, automotive, healthcare and consumer customers. On the Q4 FY2026 call management said "Others in the industry are building product companies around their own power and cooling platforms and asking customers to standardize on them. That's a legitimate model. Ours is different." |
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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. |