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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 Alibaba Group×Applied Digital× add + AMD AMD+ ASE Technology Holding ASX+ ASM International ASMIY+ ASML ASML+ ASMPT ASMVY+ ASUSTeK Computer ASUUY+ Adobe ADBE+ Advantest ATEYY+ Alphabet GOOGL+ Amazon AMZN+ Ambarella AMBA+ Amkor Technology AMKR+ Amphenol APH+ AppLovin APP+ Apple AAPL+ 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+ TSMC TSM+ Talen Energy TLN+ 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
Alibaba Group BABA ai moat: latest change 2026-05-20 Applied Digital APLD ai moat: latest change 2026-07-29
Moat rating wide

The FY2026 20-F rests on two entrenched positions: a commerce ecosystem the filing ties to 'the world's largest online retail market' with 'over 1.1 billion Internet users,' and a cloud business whose 'Cloud Intelligence Group's external revenue growth accelerated to 40% in the final quarter of fiscal 2026, with AI-related products accounting for 30% of this revenue.' Two durable franchises under one roof is a wide moat — bounded by China regulation and US ICTS cloud controls the same filing flags.

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 network effects

The 20-F names 'the network effects of our ecosystems' among the factors its business depends on: Taobao and Tmall, Alipay, Amap and the rest compound as buyers, sellers and services reinforce each other across one integrated ecosystem.

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 clear leader

The 20-F claims leadership in applied AI ('strengthened our leadership in applied AI') and roots the commerce business in the world's largest online retail market; Alibaba Cloud is the leading China hyperscaler pivoting to AI, per the segment discussion — a category leader in both its home markets.

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

Ecosystem lock-in and cloud scale support pricing, but the filing warns that if 'user activity and engagement in our ecosystem may decrease … our market share and profitability may be negatively affected,' and Chinese e-commerce/cloud competition is intense — real but capped pricing power.

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

Alibaba is a commerce network and an AI cloud fused into one ecosystem. The retail side draws its moat from network effects the filing names explicitly, rooted in the world's largest online retail market; the cloud side is pivoting hard into AI — Alibaba Cloud's 'growth engine fully pivots from traditional compute and storage to models, AI compute, and agent services,' anchored by the in-house Qwen family (Qwen3.7-Max 'specifically engineered for agents') and the PAI platform. The 20-F's own framing is 'leading full-stack capabilities across the AI value chain.' The counterweights are structural rather than competitive: a Cayman VIE structure, China's regulatory environment, and the US Commerce Department's proposed ICTS cloud-computing controls the filing discloses.

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

Layer-8 hyperscaler + AI-application incumbent: Alibaba Cloud supplies AI compute and the Qwen models while the commerce ecosystem is a vast applied-AI distribution surface.

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 +0.38 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →

-0.20 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →