Skip to content

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×Dell Technologies×MediaTek× maximum of 3 — remove one to swap
Talen Energy TLN ai moat: latest change 2026-02-26 Dell Technologies DELL ai moat: latest change 2026-03-16 MediaTek 2454.TW ai moat: latest change 2026-07-31
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 advantages that are real but shallow, and a revenue mix that is diluting them. It names them as 'our end-to-end solutions portfolio, go-to-market capabilities, supply chain, and global services' and calls the direct sales channel 'a significant competitive advantage', while conceding it faces 'ongoing product and price competition in all areas of our business from both branded and generic competitors' and, on components, that 'any disruption that may occur because of our dependence on single- or limited-source vendors would not disproportionately disadvantage us relative to our competitors' - i.e. no differentiated supply position. The filing's own margin table shows where the franchise actually earns: total gross margin fell from 23.8% of net revenue in Fiscal 2024 to 22.2% in Fiscal 2025 to 20.0% in Fiscal 2026, and inside that, product gross margin fell 17.5% to 15.8% to 13.7% while services gross margin rose 40.8% to 41.4% to 44.8%. Narrow rather than none, because the high-margin services and storage core is intact and its margin rate improved; narrow rather than wide, because the line that is growing carries a 13.7% product gross margin and the filing attributes the whole decline to it.

source: sec.gov

narrow

Counterpoint's public quarterly AP-SoC table, published 8 September 2026, shows MediaTek first in all ten quarters it covers (Q1 2024 through Q2 2026), never below 31%, with the nearest rival never above 30% -- a sustained position, not one good quarter. What the same table does not show is a widening one: the share oscillates inside a 31% to 41% band, the Q1 readings step down 41% (2024), 38% (2025), 33% (2026), and the 31% of Q2 2026 matches the lows already set in Q4 2024 and Q4 2025 rather than breaking them; Q2-on-Q2 the series runs 34%, 36%, 31%. Counterpoint also records MediaTek's shipments down more than 30% year-over-year in the quarter, the mainstream and entry tiers hit by the memory shortage and the premium tier by a 'slowdown in sales of Dimensity 9000 series powered devices.' MediaTek's own 2Q26 remarks show the gross line holding and the operating line not: gross margin 46.2%, down only 0.1 percentage points sequentially and guided at 46% plus or minus 1.5 for Q3, while operating income fell 22.2% year-over-year on revenue up 1.2% as operating expenses rose to NT$47.4 billion from NT$44.5 billion. A first place held for ten quarters without extending it, and earning less on it, is defensible rather than compounding.

source: mediatek.com

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 scale of distribution and supply, not in proprietary rights. It states 'Our world-class supply chain operates at significant scale', describes a direct sales force plus a partner network that produced 'approximately 40% of our net revenue' in Fiscal 2026, and lists supply chain and global services among its competitive advantages. The IP alternative is ruled out in the same document: with 25,859 granted patents held at January 30, 2026, Dell still says 'we are not substantially dependent on any single patent or group of related patents.'

source: sec.gov

intangibles ip

MediaTek manufactures nothing itself -- its 2Q26 remarks describe 'deep design-technology co-optimization (DTCO) with TSMC' and close collaboration with advanced-packaging partners -- so the durable asset cannot be plant scale, and the remarks do not claim customer lock-in either. They locate it in a reusable design library: 'Building on our industry-leading IP portfolio, we offer best-in-class, pre-validated subsystems solutions for memory, I/O, and connectivity' -- which, the company says, 'largely reduces design complexity and shortens time to market for our data center customers'. The same remarks itemise 448G SerDes with a Co-Package Copper system solution, CPO development on TSMC's COUPE platform, and an end-to-end 3.5D platform with 'best-in-class 3.5D IP, packaging, and design flows,' and say design wins come 'backed by our industry-leading IPs, deep ecosystem partnerships, and proven execution capabilities'. The spending behind that library shows in the cost line: operating expenses of NT$47.4 billion in the quarter against NT$44.5 billion a year earlier, with the Q3 operating expense ratio guided at 31% plus or minus 2 points. It is the same library MediaTek re-amortises across mobile, edge and now data-center ASIC.

source: mediatek.com

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

co leader

The 10-K's only positioning claim is the unquantified 'Dell Technologies is a leader in the global technology industry'; it names no competitor and gives no share anywhere. The band therefore rests on disclosed absolute scale - ISG net revenue of 60,826m and CSG net revenue of 50,984m in Fiscal 2026, operations in over 170 countries - set against the filing's own admission that hyperscale Infrastructure-as-a-Service buyers 'often buy their infrastructure directly from original design manufacturers', which caps how much of the market Dell can lead at all.

source: sec.gov

co leader

Counterpoint has MediaTek ahead of every rival in all ten quarters of its public table -- 31% against Qualcomm's 23% and Apple's 19% in Q2 2026 -- but that count covers smartphone application processors only, and MediaTek's 2Q26 remarks put mobile phone at 41% of group revenue, no longer its largest business. Smart Edge Platforms is larger at 53%, and while the remarks claim 'continued market share gains across connectivity, computing and automotive products', no independent count of those positions appears in the sources used here. In data center MediaTek holds nothing yet: production of its first AI accelerator ASIC is scheduled for the fourth quarter of 2026, and 15% to 20% is a 2027 target raised from 10% to 15% a quarter earlier. Inside its core market the flagship tier is a stated plan rather than a claimed position -- a 2nm SoC launching in the third quarter and, 'together with ongoing engagements with global players, we will increase our presence continuously in the flagship smartphone market in 2027' -- while Counterpoint records MediaTek's premium-tier shipments declining on a 'slowdown in sales of Dimensity 9000 series powered devices.'

source: mediatek.com

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 describes price-taking and its own tables confirm it. It reports 'ongoing product and price competition in all areas of our business from both branded and generic competitors' and says 'We closely monitor market pricing, including the effect of foreign exchange rate movements, in an effort to provide the best value for our customers.' Total gross margin fell from 23.8% of net revenue in Fiscal 2024 to 22.2% in Fiscal 2025 to 20.0% in Fiscal 2026, with product gross margin down to 13.7%; CSG operating margin fell three straight years (7.6%, 6.1%, 5.6% of segment revenue); and non-GAAP operating income as a percentage of net revenue 'decreased 10 basis points to 8.8%' even as revenue grew 19%. Consolidated operating margin did rise 70 basis points to 7.2%, but the filing credits a lower operating expense rate for that, not price.

source: sec.gov

moderate

The 2Q26 remarks describe price as cost pass-through rather than capture: 'As rising costs across the supply chain have become an industry-wide reality, we are taking pricing actions to ensure these increases are appropriately reflected in our product pricing', with the full-year aim, 'through our disciplined pricing strategy', to 'deliver our full year gross margin within the current quarter guidance range' -- holding a band, not widening it. The realised figures show that defence working: gross margin 46.2%, down 0.1 percentage points sequentially, with Q3 guided at 46% plus or minus 1.5 points. The 2.9-point year-over-year decline is not an erosion rate; the company states it 'was mainly due to a one-time benefit in the year-ago quarter.' Holding a mid-40s gross margin through a market the company expects to decline 'by about 15% in units this year' is genuine discipline, but passing rising costs through to defend a guided band is not the ability to price above it.

source: mediatek.com

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.

The AI-server line is enormous and it is not a moat - the FY2026 10-K says so in its own margin bridge. AI-optimized servers net revenue went 1,873m in Fiscal 2024 to 9,286m in Fiscal 2025 to 24,683m in Fiscal 2026 (+396% then +166%), lifting total ISG revenue to 60,826m (+40%). Over the same year ISG operating income as a percentage of segment revenue fell 110 basis points to 11.7% 'due to a decline in gross margin rate that outpaced the decline in operating expense rate. Gross margin rate decreased primarily as the result of a shift in mix towards our AI-optimized servers offerings', and the Fiscal 2027 outlook repeats the expectation of 'margin rate pressure resulting from a continuing shift in mix towards our AI-optimized servers offerings'. The cleanest test of pass-through is the filing's product-versus-services split: product net revenue grew 27% to 90,405m at a 13.7% gross margin (down from 15.8% and 17.5%), while services net revenue fell 4% to 23,133m at a 44.8% gross margin. The AI boom arrived entirely as thin product revenue and did not pull the profitable services book along with it. What Dell adds is described plainly as integration: it uses contract manufacturers, buys components from suppliers and 'subsequently sell[s] those components to the manufacturer', and its own 'manufacturing process consists of assembly, software installation, functional testing, and quality control'. The bypass is named too: 'We also face competition from non-traditional IT companies, including large Infrastructure-as-a-Service providers, that often buy their infrastructure directly from original design manufacturers. Competitive pressures could increase if customers choose to move existing workloads to these providers.' What survives as a moat is the part an ODM cannot sell an enterprise: a direct sales force and account teams, a global service and support footprint whose gross margin rate is still rising, storage that held revenue within 3% of flat through the whole mix shift, and Dell Payment Solutions financing that produces multiyear recurring arrangements.

MediaTek is the largest supplier of smartphone application processors by units and has been for as long as Counterpoint's public quarterly table runs. Across all ten quarters it covers, Q1 2024 through Q2 2026, MediaTek is first every time and never below 31%, while the nearest rival never clears 30%; in Q2 2026 it holds 31% against Qualcomm's 23%, Apple's 19%, UNISOC's 13%, Samsung's 9% and HiSilicon's 5%. That is a real, independently counted position, and it is the only part of MediaTek's business for which such a count exists in the sources used here. The same table is the clearest evidence that the position is being defended rather than extended. MediaTek's share moves inside a 31% to 41% band across the ten quarters, and the top of that band has come down -- 41% in Q1 2024, 38% in Q1 2025, 33% in Q1 2026 -- while the 31% of Q2 2026 matches the lows already set in Q4 2024 and Q4 2025 rather than breaking them; measured like for like against the same quarter a year earlier the series runs 34%, 36%, 31%. Counterpoint records MediaTek's shipments falling more than 30% year-over-year in the quarter -- hit in the mainstream and entry tiers by the memory shortage, and in the premium tier by a slowdown in Dimensity 9000 series devices -- while Samsung's Exynos climbed to 9% on Galaxy S26 base variants and mid-tier A-series wins. MediaTek's own 2Q26 remarks show the gross line holding and the operating line not: gross margin of 46.2%, down 0.1 percentage points sequentially and guided at 46% plus or minus 1.5 for the third quarter, against operating income down 22.2% year-over-year on revenue up 1.2%, with operating expenses of NT$47.4 billion against NT$44.5 billion a year earlier. Unit leadership held while the return on it did not. What MediaTek re-uses is design IP. It manufactures nothing itself -- the remarks describe deep design-technology co-optimization with TSMC and close work with advanced-packaging partners -- and they locate the durable asset in a pre-validated library of memory, I/O and connectivity subsystems, 448G SerDes with a Co-Package Copper system solution, CPO development on TSMC's COUPE platform, and an end-to-end 3.5D platform. The spending behind that library is visible in the cost line: operating expenses of NT$47.4 billion in the quarter against NT$44.5 billion a year earlier, with the Q3 operating expense ratio guided at 31% plus or minus 2 points against a gross margin guided at 46% plus or minus 1.5 -- an operating cost base running near a third of revenue. That library is now pointed at two adjacencies. Smart Edge Platforms -- connectivity, computing, automotive and TV SoCs -- is now the larger business, at 53% of revenue in Q2 against mobile's 41%, and grew 26% year-over-year while mobile fell 20%. And the company says it has built its first AI accelerator ASIC for a major US cloud customer, with production scheduled for the fourth quarter of 2026. One adjacency is a target and one is a contribution, and this profile treats them as exactly that. The data center share figure of 15% to 20% is a 2027 target against a served market MediaTek itself sizes at US$80 billion, raised from 10% to 15% only one quarter earlier, and production of the first ASIC was still scheduled for the fourth quarter at the date of the remarks. The RTX Spark AI PC work is corroborated by NVIDIA's own announcement, which credits MediaTek with collaborating on the custom CPU design and contributing to its power efficiency, performance and connectivity -- but the superchip, its Grace CPU, its NVLink-C2C interconnect and its software stack are NVIDIA's, and the systems ship from PC makers, so what MediaTek holds is a design contribution rather than a franchise with a share to count. The claimed share gains in connectivity, computing and automotive carry no number and no third-party count. The honest reading is a company with one durable, independently verified franchise it is holding rather than extending, funding a credible but still unproven move into higher-value silicon on the strength of its IP portfolio.

Chain position

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

Integrator between accelerator and component suppliers and enterprise or sovereign buyers: the 10-K says Dell purchases components from suppliers, sells them on to contract manufacturers, and performs 'assembly, software installation, functional testing, and quality control', then reaches customers through a direct sales force and a partner network that generated about 40% of Fiscal 2026 net revenue.

A fabless designer sitting between its customers and the TSMC-centred manufacturing chain. The 2Q26 remarks describe 'deep design-technology co-optimization (DTCO) with TSMC' and close work with advanced-packaging partners to build 'high-performance ASICs across a broad range of very-large chip sizes using CoWoS and EMIB-T technologies' at nodes down to 2nm, and say MediaTek creates 'significant value beyond semiconductor by orchestrating other key components throughout the supply chain such as memory and substrate' -- a coordinator role as much as a design one.

Products (share / barrier)
Long-horizon vote +0.06 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →

+0.05 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →

+0.13 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →