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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 JPMorgan Chase×Broadcom×Cerebras Systems× maximum of 3 — remove one to swap
JPMorgan Chase JPM ai moat: latest change 2026-02-13 Broadcom AVGO ai moat: latest change 2025-12-18 Cerebras Systems CBRS ai moat: latest change 2026-05-14
Moat rating wide

The 2025 Form 10-K opens with a balance sheet and a licensing perimeter that a new entrant cannot assemble: $4.4 trillion in assets and $362.4 billion in stockholders' equity at December 31, 2025, a principal bank subsidiary (JPMorgan Chase Bank, N.A.) with branches in 48 states and Washington, D.C., 318,512 employees across 66 countries, and consolidated supervision as a bank and financial holding company by the Federal Reserve, layered with the OCC, FDIC, SEC, FINRA, CFTC, U.K. PRA/FCA and the ECB over its principal subsidiaries. Item 1 also notes the Bank Holding Company Act restricts holding companies to banking and closely-related activities, so the charter itself is scarce. Rated wide rather than higher because Item 1's own Competition paragraph calls the environments 'highly competitive' and names e-commerce, digital-asset and financial-technology entrants that 'disintermediate traditional banking products'.

source: sec.gov

wide

The FY2025 10-K describes category-leading franchises across a broad semiconductor portfolio plus acquired infrastructure software (VMware, CA, Symantec), with top-five end customers at approximately 40% of net revenue — diversified concentration by AI-supply-chain standards — and the Q3 FY2026 release shows non-GAAP operating margin guided at approximately 66% of revenue while revenue grew 86%.

source: sec.gov

narrow

One-of-a-kind silicon sold to very few buyers: the IPO prospectus discloses G42 at 24.0% of 2025 revenue (85.0% in 2024), MBZUAI at 62.0% of 2025 revenue, and a December 2025 MRA with OpenAI representing 'a substantial portion of our projected revenues over the next several years' — against a competitive field the same document names as NVIDIA, AMD, Intel, hyperscaler accelerators and the major clouds.

source: sec.gov

Moat type cost scale

The filing's durable advantage is scale rather than a proprietary technology or a stated network effect: $4.4 trillion of assets and $362.4 billion of equity, 318,512 employees, a 48-state branch footprint and a GSIB capital and liquidity regime administered under the Basel III framework. Item 1A repeatedly frames technology as a required expenditure - 'New technologies have required and could require JPMorganChase to increase expenditures to modify its products' and possible 'significant investments in technology' for quantum-resistant encryption - which is a fixed cost the firm spreads over a base few competitors match. The filing asserts no network effect and no switching-cost lock-in.

source: sec.gov

switching costs

The 10-K describes custom accelerators (XPUs) co-designed for hyperscalers and AI frontier-model companies — multi-year, customer-specific silicon programs — alongside enterprise infrastructure software; both are positions a customer leaves only at high cost.

source: sec.gov

intangibles ip

Wafer-scale integration is the moat's substance: the prospectus contrasts the WSE-3's 4 trillion transistors on 46,225 mm² of silicon with NVIDIA's B200 at 208 billion on roughly 1,600 mm² — a commercial chip category with one occupant.

source: sec.gov

Leadership co leader

Item 1 claims the firm is 'a leader' in five distinct businesses at once, and 'a leading financial services firm based in the United States' - but it claims to be 'a leader', never the leader, and names no rank or peer comparison anywhere in Item 1 or Item 1A. Scale disclosed in the filing (assets, equity, 318,512 employees, 66 countries, CCB 144,196 / CIB 94,563 / AWM 29,722 headcount) puts it in the front rank; the document itself supports a co-leader reading and not a sole-leader one.

source: sec.gov

clear leader

The 10-K claims 'category-leading semiconductor and infrastructure software solutions' — the company's own attribution — and the Q3 FY2026 release reports AI semiconductor revenue of $16.7 billion in one quarter, up 221% year over year, a scale no other custom-accelerator design house reports.

source: sec.gov

clear leader

Scoped to the category the record supports: wafer-scale integration has no other commercial occupant per the prospectus's own comparison, and the Q2 release claims — attributed, via AMD and AWS partnerships — leadership in disaggregated inference, a technique the prospectus defines.

source: sec.gov

Pricing power moderate

Item 1 states the businesses 'generally compete on the basis of the quality and variety of the Firm's products and services, transaction execution, innovation, reputation and price' - price is one of several axes, not absent. Item 1A is explicit that 'Actions by competitors could put pressure on the pricing for JPMorganChase's products and services or could cause it to lose market share, particularly with respect to investment products and traditional banking products,' and separately that higher rates can cause 'the loss of deposits, including where customers transition to higher-yielding products.' The filing states no margin trend supporting stronger pricing power.

source: sec.gov

strong

Q4 FY2026 non-GAAP operating income is guided at approximately 66% of revenue, flat from a year ago, while consolidated revenue is guided up 93% — margin held through a near-doubling of revenue.

source: sec.gov

moderate

The CFO states Q2 'significantly improved core gross and operating margins compared to a year ago' — improving, from a base where three named customers hold most of the revenue and the leverage that comes with it.

source: sec.gov

Summary

Item 1 describes JPMorganChase as 'a leader in investment banking, financial services for consumers and small businesses, commercial banking, financial transaction processing and asset management' operating off a $4.4 trillion balance sheet with $362.4 billion of equity as of December 31, 2025. The protection is the combination of that scale with a regulatory perimeter - Federal Reserve consolidated supervision, a national bank charter under the OCC, and separately licensed broker-dealer and credit-institution subsidiaries in the U.K. and Germany - that bounds who may offer the same product set. The filing is candid that the perimeter is leaking at the edges: it names non-depository and internet-only entrants offering lending, payments processing, cryptocurrency and stablecoins, tokenized securities and algorithmic investment advice, and warns of 'disruption to payments processing... from the use of new technologies that may not require intermediation'.

Broadcom holds two moats under one roof. In AI silicon it is the design partner for custom accelerators and the merchant supplier of the Ethernet switching, NIC, PHY and optical parts that connect them — 'connectivity at scale, within and across AI server racks and across AI data center sites' in the filing's words. In software it owns acquired enterprise franchises. The 10-K's own competition section flags the counterweight: competition is increasing 'as new companies, including some of our customers, enter the markets.'

Cerebras bet that AI compute should be one enormous chip rather than many small ones — 'quantities of compute and memory never before assembled on a single commercial chip,' avoiding 'the latency and the power-draw induced by the traditional approach,' in the prospectus's words — and is converting that bet into an inference cloud: Q2 2026 cloud revenue grew 281% with 600 MW of data center capacity under contract and $25.4 billion of remaining performance obligations. The concentration that funded the bet is the risk that remains: two related-party Gulf customers were 86% of 2025 revenue between them, with the OpenAI MRA now layered on top.

Chain position

An AI adopter and a possible AI casualty, not an AI supplier: the filing books no AI revenue line and mentions no data-center or model exposure, and instead carries a dedicated risk factor on 'the development of advanced technologies such as AI' warning of 'competitive disadvantage if competitors are able to deploy AI more quickly or effectively' and of 'replacement or disintermediation of direct customer relationships if AI agents autonomously manage or intermediate financial decisions' - so its AI exposure as filed is defensive and operational rather than a supply-chain position.

Layer-4 chip supplier twice over: custom accelerators for hyperscalers and the Ethernet switching/optical silicon between every AI rack.

Layer-4 wafer-scale accelerators plus an inference cloud — hardware vendor and specialized cloud in one node.

Products (share / barrier)
Long-horizon vote +0.30 at weight 0.20 · swarm bullish

Editorial prior, not backtested.

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+0.42 at weight 0.20 · swarm bullish

Editorial prior, not backtested.

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+0.20 at weight 0.20 · swarm bearish

Editorial prior, not backtested.

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