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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×Super Micro Computer× add + AMD AMD+ ASE Technology Holding ASX+ ASM International ASMIY+ ASML ASML+ Adobe ADBE+ Advantest ATEYY+ Alibaba Group BABA+ Alphabet GOOGL+ Amazon AMZN+ Amkor Technology AMKR+ Amphenol APH+ AppLovin APP+ Apple AAPL+ Applied Digital APLD+ Applied Materials AMAT+ Applied Optoelectronics AAOI+ Arista Networks ANET+ Arm Holdings ARM+ Astera Labs ALAB+ Bloom Energy BE+ Broadcom AVGO+ C3.ai AI+ CXMT 688825.SS+ Cadence Design Systems CDNS+ Celestica CLS+ Cerebras Systems CBRS+ Ciena CIEN+ Cisco Systems CSCO+ Cloudflare NET+ Coca-Cola KO+ Coherent Corp COHR+ Constellation Energy CEG+ CoreWeave CRWV+ Corning GLW+ Credo Technology CRDO+ CrowdStrike CRWD+ Datadog DDOG+ Dell Technologies DELL+ Digital Realty Trust DLR+ Duolingo DUOL+ Eaton ETN+ Eli Lilly and Company LLY+ Equinix EQIX+ Everpure, Inc. P+ Fabrinet FN+ GE Vernova GEV+ GitLab GTLB+ GlobalFoundries GFS+ Hewlett Packard Enterprise HPE+ Hon Hai Precision (Foxconn) HNHPF+ Hut 8 HUT+ IBM IBM+ IREN IREN+ Intel INTC+ JPMorgan Chase JPM+ KLA Corporation KLAC+ Kioxia Holdings KXIAY+ Lam Research LRCX+ Lumentum Holdings LITE+ Marvell Technology MRVL+ MediaTek 2454.TW+ Meta Platforms META+ Micron MU+ Microsoft MSFT+ Moderna MRNA+ MongoDB MDB+ Montage Technology 688008.SS+ NVIDIA NVDA+ Nebius Group NBIS+ NetApp NTAP+ Netflix NFLX+ Nokia NOK+ Oracle ORCL+ Palantir Technologies PLTR+ Palo Alto Networks PANW+ Penguin Solutions PENG+ Pfizer PFE+ Powell Industries, Inc. POWL+ Qualcomm QCOM+ SAP SAP+ SK Hynix SKHY+ Salesforce CRM+ Samsung Electronics 005930.KS+ SanDisk SNDK+ Schneider Electric SBGSY+ Seagate Technology STX+ ServiceNow NOW+ Snowflake SNOW+ SoundHound AI SOUN+ Space Exploration Technologies Corp. (SpaceX) SPCX+ Synopsys SNPS+ TE Connectivity TEL+ TSMC TSM+ Tempus AI TEM+ Tencent Holdings TCEHY+ Teradyne TER+ Tesla, Inc. TSLA+ The Walt Disney Company DIS+ Tokyo Electron TOELY+ Trane Technologies TT+ United Microelectronics Corporation UMC+ Vertiv VRT+ Visa V+ Vistra VST+ Walmart WMT+ Western Digital WDC+ Wistron 3231.TW+ Wiwynn 6669.TW+ X-energy XE
Talen Energy TLN ai moat: latest change 2026-02-26 Super Micro Computer SMCI ai moat: latest change 2026-08-31
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

The FY2026 10-K describes a genuine but bounded advantage. On the asset side the filing claims a modular Server Building Block Solutions architecture, over 3,500 R&D employees, in-house design control over many sub-systems, and that Supermicro believes it is 'the only major server, storage, and accelerated compute platform vendor that designs, develops, and manufactures a significant portion of its systems in the United States.' Against that, the same filing calls its market 'highly competitive, rapidly evolving,' concedes that 'most of our competitors have longer operating histories, significantly greater resources, greater name recognition, or deeper market penetration,' reports intensified competition from 'predominantly Asia-based' entrants 'leading to pricing pressure,' and states that pricing pressure has produced 'a continued decline of average selling prices across our business and we expect that these historical trends will continue.' It also disclaims patent dependence outright. A durable-but-shallow advantage in time-to-market and integration, sitting on top of a commoditizing box business, is narrow rather than wide.

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

cost scale

The filing locates the advantage in design-and-manufacturing scale, not in IP or lock-in. It says the company manufactures the majority of its systems at its San Jose headquarters with assembly, test and QC also in Taiwan, the Netherlands and Malaysia, and that this structure lets it 'reduce time to delivery, mitigate the impact of tariffs and regional costs, and reduce overall manufacturing costs.' Its own list of principal competitive factors includes 'cost-effective design and manufacturing' and 'sufficient manufacturing capacity necessary to support market demand.' Intangibles are explicitly ruled out as the source: 'neither our business as a whole nor any of our principal businesses are materially dependent on a single patent,' with reliance placed 'primarily on trade secrets, technical know-how.' Switching costs are weak by the filing's own account: it 'typically sell[s] products pursuant to purchase orders rather than long-term purchase commitments,' and customers 'have, and others may in the future, cancel or defer purchase orders on short notice without incurring a significant penalty.'

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

at parity

The filing claims no market-share leadership and gives no share figure. It states 'we believe that we compete favorably with respect to most of these factors' while immediately conceding that 'most of our competitors have longer operating histories, significantly greater resources, greater name recognition, or deeper market penetration,' naming Cisco, Dell, Hewlett-Packard Enterprise and Lenovo plus ODMs Foxconn, Quanta Computer and Wiwynn. The one leadership claim it does make is narrow and structural — that it believes it is the only major vendor in its class manufacturing a significant portion of its systems in the United States — plus a stated goal (not an achievement) to 'be the first to market with superior product designs.' Competing favorably against larger, better-penetrated rivals without asserting share leadership is parity, not leadership.

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

weak

The filing states pricing pressure explicitly and repeatedly. 'Historically, these pricing pressures have led to a continued decline of average selling prices across our business and we expect that these historical trends will continue.' On large orders: 'Large orders are generally subject to intense competition and pricing pressure which can have an adverse impact on our margins and results of operations.' It concedes it has 'accepted customer orders with various types of component pricing protection' which 'increased our exposure to component pricing fluctuations and have adversely affected our financial results in certain quarters,' and that FY2026 industry supply constraints in memory, storage, GPUs and CPUs affected 'the pricing of these items.' Its stated remedy is aspirational rather than realized: it 'must continue to develop more advanced, differentiated products that command a premium.' The filing gives no gross-margin trend in Item 1/1A; margin appears there only as a downside — excess or obsolete inventory 'would reduce our gross margin.'

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.

Supermicro's edge, as its FY2026 10-K frames it, is speed and integration built on a common modular parts bin: it works with NVIDIA, Intel and AMD to 'align the design of our new products with their product release schedules,' then 'quickly assemble a broad portfolio of solutions by leveraging common building blocks across product lines.' During FY2026 it pushed that advantage up a level, growing Data Center Building Block Solutions to 'more than ten key subsystems' — coolant distribution units, heat exchangers, power shelves, switching, management software — and deploying DLC-2 liquid cooling the filing credits with up to 98% per-rack heat capture and up to 40% lower data center power draw. But the filing's competition and risk discussion is candid that this sits inside a price-taking market: ASPs decline structurally, one customer exceeded 10% of net sales in FY2026, and ODMs 'benefit from their scale and very low-cost manufacturing' while increasingly selling their own brands.

Chain position

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

Downstream system integrator: it converts third-party accelerators and CPUs (NVIDIA Blackwell/GB300 NVL72, AMD Instinct MI350, Intel Xeon 6) into validated racks, liquid cooling and full data-center building blocks sold to cloud service providers and enterprises. The AI angle is central, not incidental — the filing devotes a risk factor titled 'The AI industry has driven a significant portion of our recent success' and states 'A portion of the recent success of our server and storage solutions has been dependent on the integration of our products and services within the AI industry.'

Products (share / barrier)
  • AI and HPC rack-scale systems (Total IT Solutions) Challenger · Moderate source: sec.gov
  • DLC-2 direct liquid cooling and thermal subsystems Unknown · Moderate source: sec.gov
  • Data Center Building Block Solutions (DCBBS) Unknown · Moderate source: sec.gov
  • SuperStorage and AI-optimized storage systems Unknown · Low source: sec.gov
  • Supermicro server management software suite Niche · Low source: sec.gov
Long-horizon vote +0.06 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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-0.01 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →