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.
| Cerebras Systems | IREN | SoundHound AI | |
|---|---|---|---|
| Moat rating | 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. | none The FY2026 10-K (filed 2026-08-27) shows IREN holds an input the industry competes on: it names 'access to secured and energized power' first among what it believes are the principal competitive factors in its industry, and reports 'executed grid connection agreements, letters of agreement or equivalents representing approximately 5GW of total power capacity' in the United States, Canada, Spain and Australia as of June 30, 2026. It does not claim an advantage over rivals in that input. It says 'Certain competitors may have access to more competitively priced power, a greater access to power and a better capacity to timely secure grid connections,' and 'Many of our competitors have greater financial, technical or commercial resources, longer cloud operating histories or larger customer bases, compared to us.' Operating AI Cloud Services capacity was approximately 40MW at June 30, 2026, and the stored XBRL fundamentals from this 10-K show an FY2026 operating loss of about $1,046.7M on revenue of about $707.0M, so no durable advantage is yet demonstrated. | narrow The FY2025 10-K describes a real but limited edge: after an automotive design win a competing product may not be able to displace the winner because it is 'very unlikely that a customer will change complex technology until a product model is revamped', and it claims technical barriers to entry and cites over 359 granted and over 102 pending patents. The same filing concedes intense, price-sensitive competition from larger rivals that may be able to offer competing functionality 'at lower cost or free of charge' within larger offerings, possible pricing pressure from OEMs, master service agreements customers can terminate on six months to one year of prior written notice, and, to date, substantial net losses and negative cash flows from operating activities. The stickiness is real, but it has not yet produced profits. |
| Moat type | 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. | none The FY2026 10-K's asserted advantage is control from owning its data centers, 'including the associated land, grid connections and substations', which it believes allows it 'to benefit from more sustainable cash flows and operational flexibility relative to operators that rely upon third-party colocation services or short-term land leases'. Its only scale language is a belief that its 'procurement scale, deployment experience and direct control over the data center layer' lets it bring new compute into service 'rapidly and at scale', a deployment-speed claim, and it 'generally target[s]' regions with 'low-cost and attractive renewable energy sources', a siting target rather than a demonstrated cost position. It does not claim a cost or scale lead: it says 'Many of our competitors are larger, have longer operating histories and significantly greater resources than we do' and that certain competitors 'may have access to more competitively priced power, a greater access to power and a better capacity to timely secure grid connections.' There is no network effect or lock-in either, since existing contracts have 'terms ranging from month to month up to five years'. No enumerated moat source is grounded. | switching costs The stickiest advantage in the 10-K is design-win lock-in: a product that did not win an OEM or Tier-1 design may not be able to displace the winner until the customer begins a new selection process, because the 10-K says customers are very unlikely to change complex technology until a product model is revamped. Private domains make SoundHound a long-term "partner" (the 10-K's quotation marks) because subscribing customers retain the ability to iterate and update their content on its platform. Patents are the weaker source: the filing warns that competitors 'may independently develop technologies that are substantially the same or superior' without infringing its rights. |
| Leadership | 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. | behind The 10-K lists IREN's competitors as hyperscalers (Amazon Web Services, Google Cloud, Microsoft Azure, Oracle Cloud) and specialized AI Cloud Services providers (CoreWeave, Nebius, Crusoe, Lambda, Nscale, SpaceX and others). It says IREN began providing AI Cloud Services in 2024 and cites its 'shorter operating history in AI Cloud Services relative to some competitors', and states 'Some of our competitors have longer operating histories, larger customer bases, more comprehensive IP portfolios and patent protections, more design wins, and greater financial, sales, marketing and distribution resources than we do.' Operating AI Cloud Services capacity was approximately 40MW at June 30, 2026. The filing describes a smaller, later entrant that trails some competitors on operating history, customer base and resources, with its progress so far resting on two anchor contracts (a ~$9.7B five-year Microsoft agreement and a ~$3.4B five-year NVIDIA contract) rather than any claimed category position. | behind The 10-K calls SoundHound 'a global leader in conversational intelligence' with 'best-in-class speed and accuracy', but these are the company's own claims and it gives no share figure. Apart from the company's own positioning, such as its belief that some legacy vendors offer dated technologies, the 10-K's comparisons with rivals run against SoundHound: some current or potential competitors are large technology companies that have 'significantly greater financial, technical and marketing resources than SoundHound does', they may be able to respond more rapidly to new or emerging technologies, and its large competitors may have greater access to customer data, which the 10-K says provides them with a competitive advantage in developing new products and technologies. |
| Pricing power | 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. | weak The 10-K's risk factors state 'Our competitors' products, services and technologies may be cheaper or provide better functionality or features than ours, which has resulted and may in the future result in lower-than-expected selling prices or demand for our products.' They also say long-term contract pricing 'is generally fixed or agreed at the time of contracting', so if market pricing for comparable capacity rises during a contract's term 'we will not benefit from those increases with respect to capacity already committed under our existing long-term contracts', and that if customers suffer a downturn or discontinue its services it 'may be compelled to offer more flexible terms, lower our prices or risk losing a significant customer.' The stored XBRL fundamentals from this 10-K show FY2026 revenue of about $707.0M against an operating loss of about $1,046.7M, so there is no margin record yet that evidences pricing power. | weak The 10-K flags price sensitivity among customers, rival alternatives offered 'at significantly lower costs or free of charge', and the strong purchasing power of major OEMs, under which SoundHound may be expected to quote fixed prices or be forced to accept annual price-reduction commitments. GAAP gross margin, computed from the 10-K's revenue and cost of revenue, fell from 75.4% (FY2023) to 48.9% (FY2024) and 42.4% (FY2025). The company attributes both declines primarily to acquisitions: the FY2024 10-K cites Amelia and SYNQ3, including SYNQ3's lower-margin call-center agent business and amortization of acquired intangibles, and the FY2025 10-K cites Amelia and Interactions, including $14.1M and $0.8M of amortization of acquired intangibles. Neither passage attributes the decline to pricing. The Q2 2026 release (8-K filed 2026-08-05) reports GAAP gross margin up 6.1 points year over year to 45.1%, with non-GAAP gross margin flat at 58.4%. |
| Summary | 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. | Per its FY2026 10-K, IREN is a vertically integrated AI Cloud Services platform that owns the data center, compute and software layers, underpinned by executed grid connection agreements, letters of agreement or equivalents representing ~5GW and a further multi-GW development pipeline. Its commercial record is concentrated: a five-year Microsoft agreement (~$9.7B total contract value, Horizon 1 delivered and accepted in August 2026, Horizons 2-4 targeted for delivery in phases in calendar Q4 2026) and a five-year ~$3.4B NVIDIA cloud contract together make up a substantial majority of contracted revenue. It holds NVIDIA Preferred Partner and Exemplar Cloud status (HGX B300 and GB300 NVL72) and a strategic partnership intended to support the deployment over time of up to 5GW of NVIDIA DSX-aligned infrastructure, which the filing cites among arrangements that are non-binding or subject to conditions, with no assurance as to the extent of deployments. Against that, the filing names hyperscaler and specialized competitors (AWS, Google Cloud, Azure, Oracle, CoreWeave, Nebius, Crusoe, Lambda, Nscale, SpaceX), many of which it says have greater resources, customers that can use or develop their own solutions, and possible delays to Texas energization from changes to ERCOT's Batch Zero procedures, so the power position is not a demonstrated advantage over rivals and its value depends on execution. | SoundHound sells independent, white-label voice and agentic AI to carmakers, TV/IoT makers, restaurants and enterprises. Its 10-K pitches this as the alternative to big-tech assistants that take over a brand's users and data. Its defensibility rests mainly on automotive design wins, which the 10-K says customers are very unlikely to change until a product model is revamped. It layered on the Amelia (Aug 2024) and Interactions (Sep 2025) acquisitions, and it completed the LivePerson acquisition on 2026-09-04 per that day's 8-K, whose press release cites a strengthened IP portfolio of over 750 patents. Against that, the 10-K lists rivals with far greater resources and data that may be able to offer competing functionality at lower cost or free, customers that may develop competing products, competitors that may build their own solutions on open-source software, and possible OEM pricing pressure. The 10-K reports substantial net losses and negative operating cash flows to date, and GAAP gross margin fell from 75.4% (FY2023) to 42.4% (FY2025), a decline the company attributes mainly to acquisition mix and amortization. The advantage looks narrow and not yet proven economically. |
| Chain position | Layer-4 wafer-scale accelerators plus an inference cloud — hardware vendor and specialized cloud in one node. | Downstream AI-cloud operator: owns grid-connected data centers and deploys NVIDIA/AMD GPU systems it rents to hyperscalers, frontier labs, AI developers and enterprises (anchor customers Microsoft and NVIDIA). | Voice and agentic AI layer that OEMs, restaurants and enterprises embed under their own brand. Per the 10-K it combines its domains with third-party LLMs such as OpenAI's ChatGPT and runs on hosting facilities and third-party public clouds. |
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| Long-horizon vote | +0.20 at weight 0.20 · swarm bearish Editorial prior, not backtested. | -0.20 at weight 0.20 · swarm bearish Editorial prior, not backtested. | -0.15 at weight 0.20 · swarm neutral Editorial prior, not backtested. |