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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×TSMC× add + AMD AMD+ ASE Technology Holding ASX+ ASM International ASMIY+ ASML ASML+ ASMPT ASMVY+ ASUSTeK Computer ASUUY+ Adobe ADBE+ Advantest ATEYY+ Alibaba Group BABA+ Alphabet GOOGL+ Amazon AMZN+ Ambarella AMBA+ 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+ Axcelis Technologies ACLS+ Baidu BIDU+ Bloom Energy BE+ Broadcom AVGO+ C3.ai AI+ CXMT 688825.SS+ Cadence Design Systems CDNS+ Camtek CAMT+ Celestica CLS+ Cerebras Systems CBRS+ ChipMOS Technologies IMOS+ Ciena CIEN+ Cipher Mining CIFR+ Cisco Systems CSCO+ Cloudflare NET+ Coca-Cola KO+ Coherent Corp COHR+ Comfort Systems USA FIX+ Constellation Energy CEG+ Core Scientific CORZ+ CoreWeave CRWV+ Corning GLW+ Credo Technology CRDO+ CrowdStrike CRWD+ Datadog DDOG+ Deere & Company DE+ Dell Technologies DELL+ Digital Realty Trust DLR+ DigitalOcean DOCN+ Disco Corporation DSCSY+ Duolingo DUOL+ EMCOR Group EME+ Eaton ETN+ Eli Lilly and Company LLY+ Equinix EQIX+ Everpure, Inc. P+ Everspin Technologies MRAM+ Extreme Networks EXTR+ Fabrinet FN+ Flex FLEX+ FormFactor FORM+ GE Vernova GEV+ Gigabyte Technology 2376.TW+ GitLab GTLB+ GlobalFoundries GFS+ Hewlett Packard Enterprise HPE+ Hon Hai Precision (Foxconn) HNHPF+ Hua Hong Semiconductor 1347.HK+ Hut 8 HUT+ IBM IBM+ IREN IREN+ Intel INTC+ Inventec 2356.TW+ Iron Mountain IRM+ JCET Group 600584.SS+ JPMorgan Chase JPM+ Jabil JBL+ Johnson Controls International JCI+ KLA Corporation KLAC+ Kioxia Holdings KXIAY+ Kulicke & Soffa KLIC+ Lam Research LRCX+ Lattice Semiconductor LSCC+ Lenovo Group LNVGY+ Lumentum Holdings LITE+ MACOM Technology Solutions MTSI+ Macronix International 2337.TW+ Marvell Technology MRVL+ MaxLinear MXL+ MediaTek 2454.TW+ Meta Platforms META+ MiTAC Holdings 3706.TW+ Micron MU+ Microsoft MSFT+ MiniMax 0100.HK+ Moderna MRNA+ Modine Manufacturing MOD+ MongoDB MDB+ Montage Technology 688008.SS+ NVIDIA NVDA+ Nanya Technology 2408.TW+ Nebius Group NBIS+ NetApp NTAP+ Netflix NFLX+ Netlist NLST+ Nokia NOK+ Nova Ltd NVMI+ Onto Innovation ONTO+ Oracle ORCL+ Palantir Technologies PLTR+ Palo Alto Networks PANW+ Pegatron 4938.TW+ Penguin Solutions PENG+ Pfizer PFE+ Phison Electronics 8299.TWO+ Powell Industries, Inc. POWL+ Powerchip Semiconductor Manufacturing Corporation 6770.TW+ Powertech Technology 6239.TW+ Qualcomm QCOM+ Quanta Computer 2382.TW+ RELX plc RELX+ Rambus RMBS+ SAP SAP+ SK Hynix SKHY+ Salesforce CRM+ Samsung Electronics 005930.KS+ SanDisk SNDK+ Sanmina SANM+ Schneider Electric SBGSY+ Seagate Technology STX+ Semiconductor Manufacturing International Corporation 0981.HK+ Semtech SMTC+ ServiceNow NOW+ Silicon Motion Technology SIMO+ Snowflake SNOW+ SoundHound AI SOUN+ Space Exploration Technologies Corp. (SpaceX) SPCX+ Super Micro Computer SMCI+ Synopsys SNPS+ TE Connectivity TEL+ Tempus AI TEM+ Tencent Holdings TCEHY+ TeraWulf WULF+ Teradyne TER+ Tesla, Inc. TSLA+ The Walt Disney Company DIS+ Tokyo Electron 8035.T+ Tongfu Microelectronics 002156.SZ+ Tower Semiconductor TSEM+ Trane Technologies TT+ United Microelectronics Corporation UMC+ Vanguard International Semiconductor 5347.TWO+ Vertiv VRT+ Visa V+ Vistra VST+ Walmart WMT+ Western Digital WDC+ Winbond Electronics 2344.TW+ Wistron 3231.TW+ Wiwynn 6669.TW+ X-FAB Silicon Foundries XFAB.PA+ X-energy XE+ Zhipu AI 2513.HK+ nVent Electric NVT
Talen Energy TLN ai moat: latest change 2026-02-26 TSMC TSM ai moat: latest change 2026-04-16
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

wide

TSMC's 2025 Form 20-F reports a 59.9% gross margin (up from 56.1% in 2024) and describes the company as "the technology leader among the dedicated foundries" in advanced (7-nanometer-and-below) node revenue — a durable, hard-to-replicate process-and-scale advantage that rivals with "greater financial and other resources" have not matched.

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

Per its 2025 Form 20-F, TSMC "compete[s] primarily on process technologies, manufacturing excellence, customer trust and service quality" and has "been issued a substantial number of patents," with 2-nanometer in volume production in 2025 and 16-angstrom risk production targeted for 2026 — proprietary process-technology know-how and IP, not merely capital (the filing explicitly notes some competitors may have greater financial resources yet still trail), are the core barrier.

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

clear leader

Self-described in its 2025 20-F as "the technology leader among the dedicated foundries" in net revenue of advanced semiconductors at 7-nanometer and below; reached 2nm volume production in 2025, and Epoch AI estimates ~90% share of global advanced-node fabrication.

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

strong

2025 gross margin of 59.9% (up from 56.1% in 2024), attributed in the 20-F to higher capacity utilization and cost improvement, reflects strong pricing power at the leading edge despite the heavy capital intensity of new-node ramps.

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.

TSMC is the world's largest dedicated semiconductor foundry and, per its 2025 Form 20-F, the self-described technology leader among dedicated foundries in advanced (7nm-and-below) node revenue, having reached 2-nanometer volume production in 2025 with 16-angstrom risk production on track for 2026. Independent research (Epoch AI) estimates it controls roughly 90% of global advanced-node fabrication; sustained by US$7.9 billion of 2025 R&D, a large patent portfolio and 59.9% gross margins, this process-technology and scale advantage has proven durable even against rivals with greater financial resources.

Chain position

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

The critical leading-edge fabrication and advanced-packaging (CoWoS) layer of the AI supply chain — high-performance computing was 58% of TSMC's 2025 revenue, and it supplies leading-edge N2/N3/N4 logic to the fabless IC-design and system companies that design AI accelerators.

Products (share / barrier)
  • Advanced packaging (CoWoS) Leader · Deep source: epoch.ai
  • Leading-edge foundry (advanced-node logic, 7nm and below incl. N3/N2) Leader · Deep source: sec.gov
  • Mainstream & specialty foundry technologies Top 3 · Moderate source: sec.gov
Long-horizon vote +0.06 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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+0.42 at weight 0.20 · swarm bullish

Editorial prior, not backtested.

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