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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 Talen Energy×AMD×Applied Digital× maximum of 3 — remove one to swap
Talen Energy TLN ai moat: latest change 2026-02-26 AMD AMD ai moat: latest change 2026-02-04 Applied Digital APLD ai moat: latest change 2026-07-29
Moat rating narrow

The FY2025 10-K grounds a real but bounded advantage. Susquehanna produced about 17 TWh in 2025 at an all-in cost of about $27/MWh, and up to 1,920 MW of it is contracted to AWS under a long-term, fixed-price PPA through 2042 'at anticipated premium prices', with deliveries expected to ramp to full volume no later than 2032. The moat is narrow rather than wide because, outside its contracts, the fleet sells into competitive wholesale markets, and the 10-K says that 'unlike regulated utilities, we are not assured of any rate of return on capital investments through a regulated rate structure'. It also concedes that competitors 'may have advantages over us through access to greater resources, newer generation facilities, lower costs, or more experience'. The advantage is also concentrated: Susquehanna has typically been about half of total annual generation.

source: sec.gov

narrow

AMD's FY2025 10-K documents real but bounded advantages: approximately 7,200 U.S. patents and roughly 18,900 patent matters worldwide, an outright claim that 'We are the market share leader in semi-custom game console products,' and gross margin of 50% on revenue up 34% to $34.6 billion. The same filing sets the ceiling: 'Some of our competitors may possess stronger market positions, larger customer bases, more design wins, and greater financial, sales, marketing, and distribution resources than us'; Nvidia is named 'the discrete GPU market share leader'; and AMD relies on TSMC 'for the production of all wafers for microprocessor and GPU products at 7 nanometer (nm) or smaller nodes.' Advantages that are genuine, contested, and dependent on a shared foundry are narrow, not wide.

source: sec.gov

none

The FY2026 10-K (filed 2026-07-29) shows contracted revenue, not a demonstrated competitive edge. About 1,410 MW is leased under 15-year take-or-pay, non-cancellable base terms worth about $36.2 billion, but only about 100 MW of the roughly 1.5 GW that is contracted and either operating or under construction was operating and earning revenue at May 31, 2026, and Item 1A says "lessees may have the right to terminate applicable leases if there are significant delays in construction." Item 1A also concedes "We do not have the resources to compete with larger providers of similar products or services at this time," and the Competition section names 13 power-advantaged developers the company competes with. Signed leases give revenue visibility, but the filing does not show a durable advantage.

source: sec.gov

Moat type cost scale

The 10-K says Talen's ability to compete 'is affected primarily by electricity prices, fuel prices, the relative cost of electric generation, and the reliability and availability of generation assets'. The edge it cites is low-cost baseload supply: Susquehanna, the seventh-largest U.S. nuclear plant, produced power at an all-in cost of about $27/MWh in 2025, under NRC licences that expire in 2042 and 2044. The 10-K says natural gas facilities 'often serve as the marginal, price-setting generating units' and that energy margin is influenced by the relationship between electricity and natural gas prices, so a low-cost nuclear unit earns the gap between market price and its own cost. The AWS adjacency is a contract rather than a fleet-wide switching cost, and network effects and IP do not apply.

source: sec.gov

intangibles ip

The FY2025 10-K locates the durable asset in design IP rather than manufacturing: 'We rely on contracts and intellectual property rights to protect our products and technologies from unauthorized third-party copying and use,' with approximately 7,200 U.S. patents and about 18,900 patent matters worldwide spanning x86 EPYC/Ryzen CPUs, CDNA/RDNA graphics and the Versal/Zynq adaptive-SoC families, and it credits customer wins to 'our broad IP portfolio and leadership in design, integration and advanced packaging.' It is explicitly not cost_scale: AMD is fabless and 'utilize[s] Taiwan Semiconductor Manufacturing Company Limited (TSMC) for the production of wafers' — the same leading-edge foundry its merchant competitors use, so no manufacturing-scale advantage accrues to it.

source: sec.gov

none

The 10-K claims three advantages: power-advantaged sites (it believes securing power and interconnection ahead of demand is 'the principal constraint on new HPC capacity and a core differentiator for us from many of our competitors'), a standardized 'franchise-style' design, and hyperscaler master service and master telecom service agreements 'that are difficult to obtain.' The filing does not show any of them to be durable. Its Competition section says competition 'centers on securing and developing sites with access to large-scale, reliable, and cost-competitive power and interconnection' and names 13 power-advantaged developers going after the same leases, and Item 1A concedes it lacks the resources to compete with larger providers. Signed leases are take-or-pay and non-cancellable, so a tenant leaving for convenience owes 'the full remaining contractual value,' but that is contractual lock-in on each lease rather than a moat source, so no moat type is assigned.

source: sec.gov

Leadership at parity

Talen calls itself 'a leading independent power producer', but its merchant output is undifferentiated. The 10-K says it sells into PJM capacity auctions and day-ahead and real-time markets against 'other non-utility generators, regulated utilities and their competitive subsidiaries, industrial companies, financial institutions, and other energy marketers', and that some rivals may have greater resources, newer plants or lower costs. Susquehanna's rank as the seventh-largest U.S. nuclear facility shows scale, not market leadership.

source: sec.gov

fast follower

The FY2025 10-K itself places AMD behind the pace-setter in its two most important markets: 'Our principal competitor in the supply of discrete graphics is Nvidia, who is the discrete GPU market share leader,' and the risk factors state Nvidia 'leverages its market position in data center GPU, financial resources, and proprietary software ecosystem to promote its systems and influences customers who do business with us.' AMD is nonetheless executing 'an annual cadence of leadership for AMD Instinct solutions' and has won gigawatt-scale commitments (OpenAI, 6 GW) — following fast and closely, not setting the pace.

source: sec.gov

behind

The 10-K makes no leadership claim and gives no ranking or share figure. Item 1A concedes "We do not have the resources to compete with larger providers of similar products or services at this time" and that some rivals have "substantially greater liquidity and financial resources than we do." Its Competition section places APLD against established operators (Digital Realty, Equinix), hyperscalers that build their own capacity, independent developers and 13 named power-advantaged developers (IREN, Cipher Digital, TeraWulf, Hut 8, Riot, CleanSpark, HIVE, Core Scientific, Bitdeer, Galaxy Digital, Fermi, Keel Infrastructure, MARA).

source: sec.gov

Pricing power moderate

Pricing power is mixed and sits in the AWS contract. The AWS PPA is fixed-price 'at anticipated premium prices' through 2042, and the 10-K says such large-load contracts 'can lock in meaningful premiums'. The Brandon Shores and H.A. Wagner RMR agreements provide FERC-approved annual fixed-cost payments of $145 million and $35 million from June 1, 2025, each including a performance hold-back, and FERC's approval is under appeal by the Maryland Office of People's Counsel; they give revenue certainty rather than pricing power. The merchant remainder takes market prices. The 10-K says gas units 'often serve as the marginal, price-setting generating units', and the PJM auction imposed a capacity price collar with an approximate minimum and maximum of $175/MWd and $325/MWd for the 2026/2027 and 2027/2028 auctions. In the 2027/2028 auction Talen cleared 8,745 MW at $333.44/MWd.

source: sec.gov

moderate

FY2025 gross margin was 50%, up from 49% in 2024 per the 10-K — healthy and improving — but the same filing attributes average-selling-price pressure to competitors: Intel 'uses its microprocessor market position to price its products aggressively and target our customers and channel partners with special incentives. These aggressive activities have reduced and may reduce our unit sales and average selling prices for many of our products'. Pricing power is real but contested.

source: sec.gov

weak

Item 1A says "Due to the limited number of hyperscalers, we expect that a limited number of customers will continue to account for a high percentage of our revenue for the foreseeable future," and that if customers' equipment usage declines or they discontinue use of its facilities, APLD "may be compelled to lower our lease prices in some instances or risk losing a significant customer." One customer was 59% of FY2026 revenue from continuing operations. Take-or-pay, non-cancellable terms protect contracted revenue over the base term, and Note 19 reports a $39.1M HPC Hosting segment profit on $385.3M of segment revenue in FY2026, but those terms are agreed with a small group of concentrated buyers.

source: sec.gov

Summary

Talen's advantage comes from one contracted asset. It owns 90% of the 2.5 GW Susquehanna nuclear plant, which produced about 17 TWh in 2025 at about $27/MWh all-in, and it has agreed to supply the adjacent AWS data campus with up to 1,920 MW under a fixed-price PPA through 2042. The rest of its roughly 13.1 GW fleet at the 10-K date (a total that includes its 2.2 GW nuclear share) includes newly acquired H-class combined-cycle gas plants, intermediate and peaking units, the Brandon Shores and H.A. Wagner units kept running under FERC-approved RMR agreements, and about 800 MW of minority interests in three coal-fired plants. Apart from the RMR units, that fleet sells capacity and energy mainly into competitive PJM markets through capacity auctions, spot markets and futures contracts, and the 10-K notes that, 'unlike regulated utilities, we are not assured of any rate of return on capital investments through a regulated rate structure'. The 10-K's 'Talen flywheel' strategy is to repeat the AWS model with other large-load buyers. Until more of the fleet is contracted, the moat stays narrow and concentrated in Susquehanna.

AMD's edge is architectural design IP executed on someone else's fabs. The FY2025 10-K describes a full-stack portfolio — EPYC server CPUs, Instinct AI accelerators, Ryzen client parts where 'AMD was the first company to integrate a dedicated neural processing unit (NPU) on the same SoC as an x86 CPU for AI PCs,' Radeon graphics, Pensando networking and Versal adaptive SoCs — backed by roughly 18,900 patent matters worldwide, and it discloses gigawatt-scale customer commitments (an October 2025 agreement with OpenAI 'to deploy 6 gigawatts of AMD GPUs,' first gigawatt on Instinct MI450). The same filing bounds that moat: Nvidia is 'the discrete GPU market share leader' and 'leverages its market position in data center GPU, financial resources, and proprietary software ecosystem'; Intel 'uses its microprocessor market position to price its products aggressively'; Arm architectures and customers who 'internally develop products to support similar AI workloads' are named as encroaching; and every wafer at 7 nm or below comes from TSMC. Revenue grew 34% in FY2025 with Data Center up 32%, but the filing's own competitive framing places AMD in the challenger seat rather than the entrenched one.

Applied Digital designs, builds and operates purpose-built, liquid-cooled HPC data centers, which it calls 'AI factories', and leases the capacity to CoreWeave and investment-grade hyperscalers. At May 31, 2026 its 10-K lists five campuses (Polaris Forge 1-3 and Delta Forge 1-2) with about 1,410 MW contracted under roughly 15-year take-or-pay, non-cancellable leases worth about $36.2 billion over the base terms. The filing claims three sources of advantage: it controls power-advantaged sites, it uses a standardized 'franchise-style' design built to deliver about 150 MW in about 14 to 18 months, and it holds hyperscaler master agreements that are 'difficult to obtain.' The same document shows how early the company is. About 100 MW was operating and earning revenue. One customer was 59% of FY2026 revenue from continuing operations. It competes with Digital Realty, Equinix, hyperscalers that build their own capacity and 13 named power-advantaged developers, and it concedes that it lacks the resources to compete with larger providers. Signed leases give long-dated revenue visibility, but the filing does not show a durable competitive advantage.

Chain position

Supplies nuclear power from Susquehanna to Amazon's adjacent AWS data campus, and sells capacity and energy into the PJM grid.

A fabless merchant-silicon designer sitting one layer above the foundries: the FY2025 10-K states AMD relies on TSMC 'for the production of all wafers for microprocessor and GPU products at 7 nanometer (nm) or smaller nodes' and primarily on GLOBALFOUNDRIES above 7 nm, with packaging and test performed by Asia-Pacific ATMP partners — so its cost, supply and cadence are inherited from partners it does not control.

Developer and landlord of power-advantaged, liquid-cooled AI data-center capacity, leased long-term to CoreWeave and investment-grade hyperscalers.

Products (share / barrier)
  • Blockchain data center hosting (Jamestown / Ellendale) Niche · Low source: sec.gov
  • HPC data center leasing (Polaris Forge / Delta Forge AI factories) Challenger · Moderate source: sec.gov
Long-horizon vote +0.06 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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+0.06 at weight 0.20 · swarm bullish

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-0.20 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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