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.
| Palantir Technologies | Cerebras Systems | Amazon | |
|---|---|---|---|
| Moat rating | narrow The FY2025 10-K competition section concedes that some competitors have 'greater name recognition, longer operating histories, and larger customer bases', 'larger and more mature intellectual property portfolios', and 'substantially greater financial, technical, and other resources' — and that Palantir is 'fundamentally competing with the internal software development efforts of our potential customers'. A real moat exists but the filing's own disclosure caps it below wide. | 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. | wide Amazon's FY2025 10-K describes leading positions across e-commerce, AWS cloud computing, advertising, and devices; paired with AWS's #1 ~29% cloud-infrastructure share (Synergy, Q3 2025) and ~40% US e-commerce share (eMarketer), its fulfillment and data-center scale advantages are durable and hard for any single-segment rival to replicate. |
| Moat type | switching costs The 10-K reports that 'our top three customers by revenue for the year ended December 31, 2025, have been with us for an average of ten years' and that a significant portion of revenue comes from existing customers expanding their relationships. The filing explicitly disclaims patent dependence — 'we are not dependent on any particular patent or application' — so the durable source is embedded deployment, not IP. | 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. | cost scale Amazon's through-line advantage is scale economics — a fulfillment/logistics network and AWS data-center infrastructure whose fixed costs are spread over volumes competitors cannot match; the FY2025 10-K lists "fast and reliable fulfillment" and scale among principal competitive factors, and AWS's ~35% operating margin ($45.6B operating income on $128.7B revenue, FY2025) reflects that scale edge (marketplace network effects and AWS/Prime switching costs reinforce it). |
| Leadership | at parity The 10-K claims only that 'we believe we generally compete favorably with our competitors', while conceding rivals' greater scale, recognition and resources. The filing does not assert market leadership, so a leader band is not groundable from it. | 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. | clear leader Leader in cloud infrastructure (AWS #1 at ~29% in Q3 2025 vs Microsoft 20% and Google 13%, per Synergy Research) and in US e-commerce (~40% share, far ahead of #2 Walmart, per eMarketer); #3 in global digital advertising. |
| Pricing power | strong FY2025 gross profit of $3.7 billion on a gross margin of 82% (84% excluding stock-based compensation), up from 80% (83% ex-SBC) in FY2024 — a sustained and rising 80%+ gross margin. | 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. | moderate Mixed by segment: retail is explicitly price-competitive — the FY2025 10-K lists "price" among principal competitive factors and notes AWS pricing is shaped by long-term customer contracts — but AWS's ~35% operating margin and recurring Prime price increases evidence real pricing power in cloud and membership. |
| Summary | Customers who deploy Foundry model their operations in the Ontology and build workflows on top of it, so displacement means rebuilding that layer rather than swapping a vendor — which is why the 10-K frames its main competitor as the customer's own internal build effort. Ten-year average tenure among the top three customers is the filing's own evidence that those deployments persist. | 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. | Amazon compounds a two-sided marketplace, a Prime membership flywheel, and the world's #1 cloud platform (AWS) into mutually reinforcing scale: per its FY2025 10-K, AWS generated $45.6B of operating income on $128.7B of revenue (~35% margin) and funds retail's low-price strategy, while an unmatched fulfillment network and ~40% US e-commerce share (eMarketer) raise the barrier for any single-segment challenger. |
| Chain position | Application-layer software sitting above the cloud and model providers; AIP connects to third-party LLMs rather than supplying them. | Layer-4 wafer-scale accelerators plus an inference cloud — hardware vendor and specialized cloud in one node. | Via AWS — the #1 cloud infrastructure platform — Amazon is a core supplier of compute, storage, and AI/ML services to the broader AI industry (FY2025 10-K; Synergy Q3 2025). |
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| Long-horizon vote | +0.11 at weight 0.20 · swarm bullish Editorial prior, not backtested. | +0.20 at weight 0.20 · swarm bearish Editorial prior, not backtested. | +0.38 at weight 0.20 · swarm bullish Editorial prior, not backtested. |