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.
| IBM | JPMorgan Chase | Snowflake | |
|---|---|---|---|
| Moat rating | narrow IBM's FY2025 10-K describes "a highly competitive environment" with "hundreds of competitors" and says IBM is "regularly exposed to new competitors" as it executes its hybrid-cloud/AI strategy, while differentiating through "incumbency with enterprises" and "client relationships and trust" — a real but narrow moat, not a wide one. | 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'. | narrow Narrow, not wide, because the FY2026 10-K documents a strong installed base and a competitive position the company itself says is under erosion. On the asset side: revenue of $4.7 billion (29% growth in each of the last three fiscal years), 13,328 total customers up from 10,996, 790 of the Forbes Global 2000 contributing about 43% of revenue, 733 customers above $1 million in trailing-12-month product revenue up from 576, a 125% net revenue retention rate, and more than 1,050 issued U.S. patents. Against that, Item 1A states plainly that adopting open data formats like Apache Iceberg means 'there is less customer “lock in” when our products are used in external environments' and that 'our support of open data formats may also reduce switching costs between us and our competitors'; that AWS, Azure and GCP 'generally compete in all of our markets' while also supplying the infrastructure a 'substantial majority of our business is run on'; and that the company remains loss-making at $1.3 billion of net loss for the year. |
| Moat type | switching costs The 10-K roots IBM's differentiation in "incumbency with enterprises" and "client relationships and trust" — installed-base lock-in across its hybrid-cloud platform (Red Hat) and enterprise software and infrastructure raises switching costs. | 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. | switching costs The filing makes its own affirmative claim of network effects — 'Our business benefits from powerful network effects. ... The more customers adopt our platform, the more data can be exchanged with other Snowflake customers, partners, data providers, and data consumers' — but the load-bearing, quantified evidence in the document points to switching costs. The platform is sold as the way to 'consolidate data into a single source of truth,' and the disclosed economics of that consolidation are a 125% net revenue retention rate and 733 customers above $1 million in trailing product revenue. Item 1A confirms the mechanism by naming what is at risk: open formats produce 'less customer “lock in”' and 'may also reduce switching costs.' The filing frames lock-in, not network density, as the thing erosion would take away. |
| Leadership | fast follower An enterprise incumbent that differentiates via "incumbency with enterprises" but is "regularly exposed to new competitors" in its hybrid-cloud/AI push (FY2025 10-K) — a follower in the current AI cycle rather than its leader. | 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. | co leader The 10-K contains no ranking, market-share figure, or claim of leadership, and it names no non-hyperscaler competitor by name. The band rests on disclosed scale — $4.7 billion of revenue, 13,328 customers, 9,060 employees across 36 countries — set against the filing's own statement that 'many of our competitors have substantially greater brand recognition, customer relationships, and financial, technical, and other resources than we do.' Co-leader among independent cloud data platforms; not a leader over AWS, Azure and GCP, which the filing says compete in all of its markets. |
| Pricing power | moderate Gross margin is high and rising (54.9% FY2021 to 58.2% FY2025) on a software-mix shift, but "price" is a principal method of competition per the 10-K and consulting/infrastructure remain price-competitive. | 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. | moderate The consumption model plus 125% net revenue retention shows real expansion pricing, and the filing argues it competes on 'pricing transparency and optimized price-performance.' But Item 1A limits how far that goes: competition 'may negatively impact our ability to acquire new customers ... put downward pressure on our prices and gross margins'; the company 'may not be able to ... offer as many discounts or free services as our competitors'; results depend on 'changes in our pricing model, including in response to significant price discounts by our competitors' and on 'customer optimization efforts that result in reduced consumption.' On the cost side, 'our costs and gross margins are significantly influenced by the prices we are able to negotiate with these public cloud providers, which in certain cases are also our competitors.' |
| Summary | IBM's moat rests on deep enterprise incumbency — sticky installed-base relationships across hybrid cloud (Red Hat), enterprise software, and mission-critical infrastructure, plus brand and a large patent base. But its own FY2025 10-K frames "a highly competitive environment" with "hundreds of competitors" and says IBM is "regularly exposed to new competitors" as it pursues hybrid cloud and AI, so the moat is durable but narrow and contested in the AI/cloud growth arena. | 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'. | Snowflake's advantage in its FY2026 10-K rests on being the consolidation point for enterprise data: a multi-cluster shared-data architecture with proprietary columnar storage and automatic micro-partitioning, delivered across three major public clouds and 53 interconnected regional deployments, that customers adopt as a single governed source of truth and then expand on — 125% net revenue retention, 790 of the Forbes Global 2000 as customers. The filing layers a collaboration claim on top, with sharing 'generally without copying or moving the underlying data' and a Marketplace of 'hundreds of live, ready-to-query third-party data sets and data products.' The same document is unusually candid about the counter-pressure: Iceberg and open formats reduce lock-in by the company's own account, the three hyperscalers compete across every market while setting the cloud costs that 'significantly influence' gross margins, and frontier AI model providers 'may seek to vertically integrate ... by expanding into the data storage and management layers.' |
| Chain position | A hybrid-cloud platform, enterprise-AI (watsonx), and consulting provider to large enterprises — a software/cloud layer of the AI stack. | 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. | Sits at the enterprise data and governance layer of the AI stack, and the AI exposure is explicit rather than incidental: the filing brands the product the 'AI Data Cloud,' lists AI as a product category, and put Snowflake Intelligence, Cortex Agents and a Managed MCP Server into general availability during the fiscal year. It is a buyer of hyperscaler compute and of third-party frontier models — 'strategic partnerships with foundational model providers deliver state-of-the-art models natively within Snowflake Cortex AI,' with stated 'model neutrality' — and a supplier of governed enterprise data and GPU-backed managed compute to AI applications built on top. |
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| Long-horizon vote | +0.06 at weight 0.20 · swarm bearish Editorial prior, not backtested. | +0.30 at weight 0.20 · swarm bullish Editorial prior, not backtested. | +0.13 at weight 0.20 · swarm neutral Editorial prior, not backtested. |