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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 CoreWeave×MediaTek×Phison Electronics× maximum of 3 — remove one to swap
CoreWeave CRWV ai moat: latest change 2026-03-02 MediaTek 2454.TW ai moat: latest change 2026-07-31 Phison Electronics 8299.TWO ai moat: latest change 2026-04-30
Moat rating narrow

The FY2025 10-K describes a purpose-built AI cloud with a real performance edge, but its own risk section discloses the defining constraint: 'approximately 67% of our revenue from our top customer, Microsoft, for the year ended December 31, 2025' — a specialized platform whose economics rest on one buyer that is also a hyperscaler competitor is narrow, not wide.

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

narrow

Phison's edge is real but contestable. Its 2025 annual report says 'The core technology of Flash products is the controllers and the integration of their firmware and software'. It reports about 2,000 NAND-related patents and says 'our controllers are sold to Tier-1 NAND vendors such as Kioxia, Kingston, and Micron'. It spent 18.96% of 2025 revenue on R&D. Gross margin was 32.41% in 2024 and 34.21% in 2025, before the 2026 NAND upswing. The same report concedes that 'Most of the business opportunities and core technology are in the hands of big NAND Flash suppliers' and that 'The controller suppliers in Taiwan are holding fewer and fewer advantages'. Tom's Hardware (2025-05-29) says Phison's E26 had dominated high-end PCIe 5.0 client SSDs 'for several years'. It adds that 'this monopoly is about to end' because over a dozen SSD makers showed Silicon Motion SM2508 drives.

source: phison.com

Moat type cost scale

The 10-K grounds the advantage in purpose-built infrastructure — first-to-deploy NVIDIA GB200/GB300 NVL72 systems and a data-center fabric 'designed to harness the full potential of each GPU' — a performance-per-dollar edge at scale, not a customer lock.

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

intangibles ip

The advantage Phison names is controller and firmware know-how backed by patents, not scale or lock-in. The annual report says 'Firmware technology is the key' to supporting all major flash specifications with high compatibility. It says the company has worked on NAND controllers for over 20 years and 'obtained about 2,000 patents related to NAND Flash technologies'. Its 2Q26 earnings deck counts '2100+' global patents, including pending ones. The IP is not exclusive. The report says many NAND peripheral specifications have patent protection, so 'how to obtain enough NAND Flash memory material and how to obtain relevant patent authorization are critical issues to us'. It calls 'the close relationship with the international big NAND Flash suppliers' the 'most critical factor' for staying in the supply chain.

source: phison.com

Leadership co leader

The 10-K positions CoreWeave as a first-to-deploy specialist against hyperscalers who offer AI compute 'as part of a broader product portfolio' — a leader of the purpose-built neocloud niche, not of the AI-cloud market its own filing says it competes in.

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

co leader

Third-party coverage frames merchant controllers as a contest between Phison and Silicon Motion. Tom's Hardware (2025-05-29) says the high-end PCIe 5.0 client SSD market had been 'dominated' by Phison's E26 'for several years', until over a dozen SSD makers showed SM2508-based drives. Its 2026-06-16 interview notes that 'both Silicon Motion and its rival Phison posted record Q1 results'. In that interview, Silicon Motion says 'most module makers use our controllers'. A Morgan Stanley note reported by TechNews (2025-11-10) expects Phison's controller share to keep growing. No tracker publishes a controller ranking, and Phison's annual report gives no share figure. In enterprise SSDs it is outside TrendForce's 2Q26 top five. The band is therefore held at co-leader, not leader.

source: phison.com

Pricing power moderate

A first-to-deploy performance edge on scarce new NVIDIA systems supports pricing while the hardware is scarce, but 67% single-customer concentration is buyer leverage the filing states outright.

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

moderate

Phison's gross margin held steady before the 2026 upswing: 32.41% in 2024 and 34.21% in 2025, per the annual report. The report ties 2025's pricing to mix: a higher share of lower-priced embedded modules cut both the average unit selling price and the average unit cost. But module products, 72.41% of 2025 revenue, are built from NAND bought from suppliers. The report lists 'Flash Memory in Control of Big International Suppliers' among its disadvantages. Its 2Q26 gross margin of 65.3%, against 29.1% a year earlier, tracks the NAND upswing. TrendForce (2026-03-02) reports that Phison was 'Following the lead of major NAND players like Sandisk' when it required prepayment or shorter payment cycles.

source: phison.com

Summary

CoreWeave sells a full-lifecycle AI cloud — training, inference, data movement, agentic workflows — on infrastructure 'purpose-built to accelerate breakthroughs by AI pioneers,' with the Weights & Biases acquisition adding the developer tooling layer as 'a single stack.' The edge the filing claims is speed and efficiency on the newest NVIDIA systems. The moat's ceiling is in the same document's risk factors: 67% of 2025 revenue came from Microsoft, and the hyperscalers it competes with are 'also customers of, and partners to, CoreWeave' — the largest buyer and the largest rival are the same companies.

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.

Phison designs NAND flash controllers, and most of its revenue comes from selling the storage built on them. In 2025, flash memory module products were 72.41% of its NT$72.664 billion revenue and controllers 19.26%. Its 2Q26 deck splits revenue into AI-ecosystem modules (enterprise SSDs, aiDAPTIV, boot drives and others) at 38%, embedded ODM modules at 33%, industrial modules at 16%, controllers at 6% and retail modules at 5%. Its controllers cover PCIe SSDs, eMMC/UFS, USB drives and SD cards. The annual report names Silicon Motion, ASolid and JMicron as the other major controller suppliers. Phison says its share of SSD controllers exceeds 20% and its share of automotive-grade controllers exceeds 40%. But its own annual report gives market share as 'Not applicable because there is no clear statistical data', and no independent tracker confirms either figure. Phison depends on the NAND makers for supply. Kioxia, a strategic partner since 2002, supplied 28.33% of 2025 purchases. The 2026 NAND shortage lifted 2Q26 revenue to NT$67.888 billion and gross margin to 65.3%, from 29.1% a year earlier. In February 2026 Phison followed its NAND suppliers in asking customers for prepayment or shorter payment cycles. Its growth bet is enterprise SSDs under the Pascari brand. There, TrendForce's 2Q26 top five brands are all NAND manufacturers.

Chain position

Layer-8 purpose-built AI neocloud — first-to-deploy NVIDIA systems for training and inference at scale.

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.

Merchant NAND controller designer and storage-module supplier, sitting between the NAND makers and SSD, PC, smartphone, industrial and data-center customers. Kioxia supplied 28.33% of 2025 purchases, and no customer exceeded 10% of sales in 2024 or 2025.

Products (share / barrier)
  • CoreWeave Cloud (GPU compute platform) Leader · Deep source: sec.gov
  • Weights & Biases (AI developer tooling) Challenger · Moderate source: sec.gov
Long-horizon vote +0.13 at weight 0.20 · swarm neutral

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+0.13 at weight 0.20 · swarm neutral

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+0.13 at weight 0.20 · swarm bullish

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