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.
| Alphabet | KLA Corporation | C3.ai | |
|---|---|---|---|
| Moat rating | wide Google Search commands ~91% of worldwide search (StatCounter, Jun 2026) and Alphabet sustained a 32% consolidated operating margin on $402.8B of FY2025 revenue (FY2025 10-K), evidence of a durable, dominant advantage. | wide The fiscal 2026 10-K states 'The strength of our competitive positions in many of our existing markets is primarily due to our leading technology', and frames process control as 'an essential enabler' of the yield ramp in fabs the filing says now cost 'well above $10 billion'. | eroding The FY2026 10-K's own financial statements show revenue down ~36% year over year to $250.3M with GAAP gross profit collapsing from $235.9M to $77.4M, while its Competition section concedes the primary competition is do-it-yourself platforms assembled from hyperscaler and open-source components and that strategic partners may offer substantially similar solutions — differentiation that is visibly failing to defend share or price in a growing enterprise-AI market. |
| Moat type | network effects The 10-K states competing in advertising depends on simultaneously attracting and retaining users, advertisers, and content providers — a three-sided marketplace whose value compounds with scale, the classic network-effect flywheel behind ~85% of Alphabet's revenue. | intangibles ip The 10-K reports over 9,100 active patents and over 3,600 pending applications with terms running through 2045, alongside proprietary process-control software (Klarity, I-PAT, aiSIGHT) that turns inspection and metrology data into yield learning. | intangibles ip The 10-K's 'Strategic Competitive IP Advantage' section grounds the remaining moat in patents — 33 issued U.S. patents including a foundational agentic-AI orchestration patent (US 12,111,859) — and the patented model-driven architecture the filing presents as its sustainable competitive advantage. |
| Leadership | clear leader Clear leader in its core markets — ~91% of worldwide search and ~69% of mobile OS (StatCounter, Jun 2026) — though only the #3 hyperscaler in cloud infrastructure at ~13%, behind AWS and Azure (Synergy Research, Q2 2025). | clear leader The 10-K opens by describing KLA as a supplier of 'industry-leading equipment and services' and attributes its competitive positions 'in many of our existing markets' primarily to leading technology; named competitors are Applied Materials, ASML, Hitachi High-Tech, Lasertec and Onto Innovation. | behind Despite tracker recognitions the filing cites (a Leader in the 2024 Forrester Wave for AI/ML Platforms; 2024-2025 Constellation ShortLists), FY2026 revenue contracted ~36% while the filing describes the AI software market as expanding past $450B — a franchise losing ground to the DIY and hyperscaler alternatives its own Competition section names. |
| Pricing power | strong A 32% consolidated operating margin held flat 2024→2025 on $402.8B revenue (FY2025 10-K), reflecting strong pricing power in a near-monopoly search-ad auction. | strong Services were approximately 23% of fiscal 2026 total revenues on an installed base that recurs, backlog nearly doubled to $12.57 billion, and SEC-reported net income was 35.6% of revenue in fiscal 2026 with operating income at 41.2% of revenue in fiscal 2025. | weak GAAP gross margin fell from ~61% in FY2025 to ~31% in FY2026 per the 10-K income statement, and the filing describes its consumption-based pricing model as adopted to make products 'easier and less costly' to adopt — the opposite of pricing leverage. |
| Summary | Alphabet's core engine is a three-sided advertising marketplace — the FY2025 10-K says competing depends on simultaneously attracting users, advertisers, and content providers — anchored by Google Search's ~91% worldwide share and Android's ~69% mobile-OS share (StatCounter, Jun 2026), which give it unmatched reach and first-party data. That scale converts to profit: a 32% consolidated operating margin on $402.8B of FY2025 revenue. | KLA sells the inspection, metrology and yield-management layer a fab must run to reach volume production: the 10-K says accelerating the yield ramp ahead of competitors is critical to chipmakers' profitability, and backlog nearly doubled from $7.86 billion to $12.57 billion in the year to June 30, 2026 'due to strong demand driven by the AI infrastructure buildout'. | C3.ai's residual moat is intellectual property: a patented model-driven architecture the FY2026 10-K credits with ~26x faster application development, a 33-patent U.S. portfolio including the first foundational agentic-AI orchestration patent, and prebuilt applications encoding 15 years of industry domain knowledge. The same filing concedes its primary competition is do-it-yourself platforms built from hyperscaler and open-source components, and FY2026 results — revenue down ~36% to $250M with GAAP gross margin roughly halved to ~31% — show that IP has not defended pricing or share. |
| Chain position | Full-stack AI player: designs its own TPU accelerators, operates Google Cloud (the #3 hyperscaler), and develops the Gemini frontier models — both a supplier of AI compute and a developer of AI products. | Sits beside the process steps rather than in them — it measures and inspects what deposition, etch and lithography produce, and TSMC alone exceeded 10% of revenue in each of the last three fiscal years. | Application-layer pure play: sells prebuilt enterprise-AI applications and an agentic platform to industrial and government end users, downstream of the hyperscaler clouds and LLM providers it deploys on. |
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| Long-horizon vote | +0.42 at weight 0.20 · swarm bullish Editorial prior, not backtested. | +0.42 at weight 0.20 · swarm neutral Editorial prior, not backtested. | -0.38 at weight 0.20 · swarm bearish Editorial prior, not backtested. |