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.
| Tesla, Inc. | Flex | Alibaba Group | |
|---|---|---|---|
| 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. | none The FY2026 10-K (fiscal year ended March 31, 2026) concedes the core business is contested on every side: "Our industry is extremely competitive, many of our competitors have achieved substantial market share, and some may have lower cost structures or greater design, manufacturing, financial or other resources than we do." Customers "could in the future decide to in-source, dual-source, regionalize, or otherwise reallocate manufacturing volumes among suppliers", certain contracts "permit the customer to terminate the agreement for convenience upon prior written notice", and hyperscale customers "typically have substantial purchasing power and negotiating leverage". TradingPilot's stored fundamentals (SEC XBRL) show gross profit of $1,976 million on net sales of $28,502 million in fiscal 2023 and $2,567 million on $27,914 million in fiscal 2026: a thin margin, even after widening. The Cloud and Power Infrastructure (CPI) segment sells its own power and cooling products, but the 10-K says it must keep offering "significant price and/or performance advantages over competitive products", and Flex intends to separate it into an independent company targeted for the first quarter of calendar 2027. A large contract manufacturer whose own filing describes no protected position: no moat is claimable. | 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. |
| 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. | none The 10-K's competitive strengths are operating capabilities, not a durable barrier: "Global Scale and Regional Strength" (more than 100 facilities across approximately 30 countries, staffed by approximately 150,000 employees), "Long-Standing, Diverse Customer Relationships", "Cross-Industry Synergies" and cost-efficient industrial parks. On intellectual property it says "we do not consider any single patent, trademark, or license to be material to our business as a whole" and that the carrying value of its intellectual property "was not material". Switching costs are limited by short commitments: "We generally do not obtain firm, long-term purchase commitments from our customers", and termination-for-convenience notice periods "may be relatively short". | 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. |
| 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. | at parity EMSNOW/in4ma's "EMS&ODM Global 100" (2026-03-06, https://www.emsnow.com/?p=53535) says Wistron, Quanta and Wiwynn "plus Foxconn together account for nearly 57% of global EMS/ODM production", and groups Flex with Jabil, Celestica and Sanmina as the US "big four", "representing about 85% of the revenue base among ~20 US headquartered EMS/ODM". The FY2026 10-K claims no rank and says "many of our competitors have achieved substantial market share". One of a handful of large Western contract manufacturers, behind the Taiwanese leaders in scale: at parity with its peer group, not a leader. | 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. |
| 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). | weak Stored fundamentals show gross profit of $1,976 million on $28,502 million of net sales in fiscal 2023 and $2,567 million on $27,914 million in fiscal 2026; on the Q1 FY2027 call (https://earningswhispers.com/transcript/FLEX/Q12027) the CFO said adjusted gross margin "improved to 9.6%, up 50 basis points from the prior year". The 10-K sets the limits: hyperscale customers have "substantial purchasing power and negotiating leverage, which they may use to obtain favorable pricing, extended payment terms, volume flexibility, or other concessions that could reduce our margins", and if CPI's competitors "adopt innovations more quickly or develop superior products, our win rates, pricing, and margins may suffer". | 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. |
| 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. | Flex designs, builds and manages products for other companies through, per its FY2026 10-K, three segments: Integrated Technology Solutions (communications, enterprise and lifestyle products), Regulated Manufacturing Solutions (industrial, automotive and healthcare) and Cloud and Power Infrastructure (integrated compute systems, liquid cooling, and utility-, facility-, rack- and board-level power). It runs more than 100 facilities in approximately 30 countries; its ten largest customers were 45% of fiscal 2026 net sales and none exceeded 10%. The data-centre business is the growth engine: on the Q1 FY2027 call (2026-07-29) the CFO said CPI revenue "totaled $2.2 billion, up 35% from the prior year, driven by strong growth in power", at a 9.7% adjusted operating margin, against 5.2% for ITS and 6.6% for RMS. Flex plans to spin CPI off as Axiom in the first quarter of calendar 2027, after funds affiliated with General Catalyst, Koch Equity Development and co-investors agreed a $2.0 billion convertible preferred investment "at an initial enterprise value for Axiom of $37.5 billion" (Flex release, 2026-10-05: https://www.sec.gov/Archives/edgar/data/866374/000119312526413173/d123485dex991.htm). The filing itself describes no durable barrier: the industry is "extremely competitive", rivals including Taiwanese ODM suppliers "in some cases, have a substantial share of global information technology hardware and related infrastructure production", customers can in-source or reallocate volume, and hyperscalers can use their leverage "to obtain favorable pricing". An independent tally (EMSNOW/in4ma, 2026-03-06) puts Foxconn, Wistron, Quanta and Wiwynn at "nearly 57% of global EMS/ODM production" and counts Flex among the US "big four". Scale plus a fast-growing power franchise that is about to leave the group, but no moat. | 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. |
| 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). | Contract designer-manufacturer across many end markets and, through CPI, a supplier of power, cooling and rack-level compute infrastructure to "a limited number of hyperscale cloud providers, colocation companies, and large enterprise data center operators" (10-K), which Flex plans to separate as Axiom in the first quarter of calendar 2027. | 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. |
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| Long-horizon vote | +0.13 at weight 0.20 · swarm neutral Editorial prior, not backtested. | -0.06 at weight 0.20 · swarm neutral Editorial prior, not backtested. | +0.38 at weight 0.20 · swarm neutral Editorial prior, not backtested. |