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 Tesla, Inc.×Hut 8× 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+ 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+ 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
Tesla, Inc. TSLA ai moat: latest change 2026-01-29 Hut 8 HUT ai moat: latest change 2026-02-25
Moat rating narrow

Tesla's FY2025 10-K calls the automotive market "highly competitive" and expects it to "become even more competitive," and its energy-storage market "also highly competitive"; gross margin compressed from ~25.6% (FY2022) to ~18% (FY2023-FY2025) amid price cuts — a real but contested moat, not a wide one.

source: sec.gov

narrow

The FY2025 10-K says 'we believe we have established a defensible competitive advantage through our power-first, innovation-driven strategy', resting on a power-native team, an application-agnostic framework for digital infrastructure design, end-to-end greenfield development capabilities, and the use of ASIC compute builds to rapidly and cost-effectively secure and monetize power. What separates this from no moat is scarce power: the filing says demand for energy capacity continues to outpace supply and that 'grid interconnection bottlenecks have further constrained access to power and digital infrastructure development', and Hut 8 reports 330 MW of utility capacity under construction at River Bend, commercialized in December 2025 through a 15-year triple-net lease supporting 245 MW of IT capacity, plus 1,230 MW of utility capacity under development. The same filing says 'The industries in which we operate are highly competitive and continuously evolving.', warns that these factors 'might not provide the competitive advantage we anticipate, or if they do, such competitive advantage might not endure', cites the River Bend lease (valued at $7.0 billion over the base term) as an example of expecting a significant portion of revenue from a limited number of customers, and says the company has not maintained consistent profitability. That supports narrow at most, not wide.

source: sec.gov

Moat type intangibles ip

The 10-K attributes Tesla's differentiation to a "vertically integrated business model, and focus on user experience," delivering "AI-related and enhanced software" via FSD (Supervised) and neural-network capabilities — a brand-plus-proprietary-technology (EV/battery + autonomy) intangible edge.

source: sec.gov

cost scale

The 10-K says 'we believe success depends on the ability to secure scarce assets like power, data center equipment, and customers', and places part of its claimed edge in 'our ability to use ASIC compute infrastructure development to rapidly and cost-effectively secure and monetize power'. Its examples: Vega was energized less than a year after acquisition for an all-in cost of about $455,000 per megawatt, which the filing calls 'a fraction of traditional data center costs', and Salt Creek was completed for about $250,000 per MW; Vega also has immediate access to some of the lowest locational wholesale power prices in North America. These are low-redundancy ASIC compute builds, which the 10-K says carry relatively low capital intensity by design. The 'fraction of traditional data center costs' comparison is against a different facility tier, and the filing gives no peer cost comparison and no cost figure for its AI campuses.

source: sec.gov

Leadership co leader

A leading global EV maker whose Model Y is among the world's best-selling vehicles, but the 10-K acknowledges "a significant and growing number of established and new" competitors entering EVs, and Tesla competes in autonomy/robotics as one of several players.

source: sec.gov

fast follower

The 10-K says 'For example, we signed our first large scale single tenant AI data center lease and commenced construction of the site at our River Bend campus.', offered under the statement that to remain competitive with peers it may need to modify aspects of its business model. River Bend was commercialized in December 2025 through a 15-year triple-net lease supporting 245 MW of IT capacity; Fluidstack is expected to serve as tenant and Google is expected to provide a financial backstop, and initial delivery is targeted for Q2 2027. On speed, the filing says 'Through early engagement with Entergy Louisiana, we assumed key interconnection and development functions typically managed by the utility, such as the development of transmission and distribution infrastructure, materially accelerating originally quoted power delivery timelines.', and that Vega was energized 'less than a year after acquiring it'. It also warns that Hut 8 competes against companies 'that may be more established or have greater financial and other resources and/or expertise'. That describes a newer entrant moving quickly, not an established leader.

source: sec.gov

Pricing power moderate

Gross margin fell from ~25.6% (FY2022) to ~18.0% (FY2025) as Tesla cut prices to defend volume, though it remains above most auto peers (SEC financials in the FY2025 10-K).

source: sec.gov

weak

The 10-K says ASIC compute, run through American Bitcoin, can only be profitable if hardware and electricity costs are below the price of the Bitcoin mined, which makes it a price-taking business. It also says Traditional Cloud and AI Cloud compete with cloud services providers for customers, and that the company has not maintained consistent profitability. River Bend's contracted triple-net lease economics are not in service yet; initial delivery is targeted for Q2 2027.

source: sec.gov

Summary

Tesla's edge rests on a vertically integrated manufacturing model, a strong brand, the Supercharger network, a fast-growing energy-storage business, and the largest supervised-FSD fleet feeding its autonomy neural networks. But its FY2025 10-K itself calls both the automotive and energy-storage markets "highly competitive" and expects auto to become "even more competitive," and gross margin has compressed from ~26% to ~18%, so the moat is durable but contested rather than wide.

Per its FY2025 10-K, Hut 8 is a power-first infrastructure developer. It originates powered land and interconnections, uses ASIC compute builds, which the filing says combine relatively low capital intensity with rapid deployment, as a transitional load to monetize sites sooner, and aims to transition suitable power assets to higher-return uses; its River Bend campus was commercialized through a 15-year AI data center lease. The filing claims a defensible advantage but warns it might not provide the advantage anticipated, or might not endure. It says Hut 8 competes for powered land with digital infrastructure developers and large-scale Bitcoin miners, and its first AI campus is still under construction. Its majority-owned Bitcoin miner, American Bitcoin, can only be profitable when mining costs are below the price of the Bitcoin mined, and the filing says it believes American Bitcoin must keep acquiring miners to keep up with a growing global network hashrate.

Chain position

Downstream AI application/end-user: consumes AI compute (NVIDIA) and custom inference silicon (Samsung/TSMC) to build autonomy (FSD/Robotaxi) and robotics (Optimus).

Power-first developer building AI data center capacity, beginning with River Bend under a 15-year lease (Fluidstack is the expected tenant and Google is expected to provide a financial backstop; initial delivery is targeted for Q2 2027), and runs Bitcoin mining through majority-owned American Bitcoin.

Products (share / barrier)
  • Electric vehicles (Model 3/Y/S/X/Cybertruck) Top 3 · Moderate source: sec.gov
  • Energy generation & storage (Powerwall, Megapack) Top 3 · Moderate source: sec.gov
  • Full Self-Driving / autonomy (FSD, Robotaxi) Challenger · Moderate source: sec.gov
  • Optimus (humanoid robot) Unknown · Moderate source: sec.gov
  • Supercharger / charging network Leader · Moderate source: sec.gov
Long-horizon vote +0.13 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →

-0.01 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

see exactly how it voted →