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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.

comparing SoundHound AI×Marvell Technology× add + AMD AMD+ ASE Technology Holding ASX+ ASM International ASMIY+ ASML ASML+ Adobe ADBE+ Advantest ATEYY+ Alibaba Group BABA+ Alphabet GOOGL+ Amazon AMZN+ Amkor Technology AMKR+ Amphenol APH+ AppLovin APP+ Apple AAPL+ Applied Digital APLD+ Applied Materials AMAT+ Applied Optoelectronics AAOI+ Arista Networks ANET+ Arm Holdings ARM+ Astera Labs ALAB+ Bloom Energy BE+ Broadcom AVGO+ C3.ai AI+ CXMT 688825.SS+ Cadence Design Systems CDNS+ Celestica CLS+ Cerebras Systems CBRS+ Ciena CIEN+ Cisco Systems CSCO+ Cloudflare NET+ Coca-Cola KO+ Coherent Corp COHR+ Constellation Energy CEG+ CoreWeave CRWV+ Corning GLW+ Credo Technology CRDO+ CrowdStrike CRWD+ Datadog DDOG+ Dell Technologies DELL+ Digital Realty Trust DLR+ Duolingo DUOL+ Eaton ETN+ Eli Lilly and Company LLY+ Equinix EQIX+ Everpure, Inc. P+ Fabrinet FN+ GE Vernova GEV+ GitLab GTLB+ GlobalFoundries GFS+ Hewlett Packard Enterprise HPE+ Hon Hai Precision (Foxconn) HNHPF+ Hut 8 HUT+ IBM IBM+ IREN IREN+ Intel INTC+ JPMorgan Chase JPM+ KLA Corporation KLAC+ Kioxia Holdings KXIAY+ Lam Research LRCX+ Lumentum Holdings LITE+ MediaTek 2454.TW+ Meta Platforms META+ Micron MU+ Microsoft MSFT+ Moderna MRNA+ MongoDB MDB+ Montage Technology 688008.SS+ NVIDIA NVDA+ Nebius Group NBIS+ NetApp NTAP+ Netflix NFLX+ Nokia NOK+ Oracle ORCL+ Palantir Technologies PLTR+ Palo Alto Networks PANW+ Penguin Solutions PENG+ Pfizer PFE+ Powell Industries, Inc. POWL+ Qualcomm QCOM+ SAP SAP+ SK Hynix SKHY+ Salesforce CRM+ Samsung Electronics 005930.KS+ SanDisk SNDK+ Schneider Electric SBGSY+ Seagate Technology STX+ ServiceNow NOW+ Snowflake SNOW+ Space Exploration Technologies Corp. (SpaceX) SPCX+ Super Micro Computer SMCI+ Synopsys SNPS+ TE Connectivity TEL+ TSMC TSM+ Talen Energy TLN+ Tempus AI TEM+ Tencent Holdings TCEHY+ Teradyne TER+ Tesla, Inc. TSLA+ The Walt Disney Company DIS+ Tokyo Electron TOELY+ Trane Technologies TT+ United Microelectronics Corporation UMC+ Vertiv VRT+ Visa V+ Vistra VST+ Walmart WMT+ Western Digital WDC+ Wistron 3231.TW+ Wiwynn 6669.TW+ X-energy XE
SoundHound AI SOUN ai moat: latest change 2026-03-02 Marvell Technology MRVL ai moat: latest change 2026-03-11
Moat rating 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.

source: sec.gov

narrow

FY2026 10-K (filed 2026-03-11): differentiated platform IP — over 10,000 issued patents and pending applications as of 2026-01-31, plus a proven custom ASIC platform leveraging ultra-high-speed SerDes, silicon photonics, co-packaged optics and custom HBM — but Marvell itself calls its markets 'intensely competitive' with 'pricing pressures', notes customers 'have chosen to develop certain semiconductor products internally', and discloses two >=10% customers with the ten largest at 82% of FY2026 net revenue. Real, defensible IP in a concentrated, contestable customer base = narrow, not wide. https://www.sec.gov/Archives/edgar/data/1835632/000183563226000011/mrvl-20260131.htm

source: sec.gov

Moat type 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.

source: sec.gov

intangibles ip

The moat rests on hard-to-replicate mixed-signal IP: the 10-K describes the custom ASIC platform built on ultra-high-speed SerDes, ARM compute, security, storage, silicon photonics and advanced packaging (die-to-die interconnects, chiplets, CPO, custom HBM), with multiple 5nm designs executed, 3nm in progress and a 2nm platform in development; a secondary switching-cost element comes from multi-year custom design wins co-developed to individual customer specifications. https://www.sec.gov/Archives/edgar/data/1835632/000183563226000011/mrvl-20260131.htm

source: sec.gov

Leadership 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.

source: sec.gov

co leader

Leader in its optics niche, #2 in custom silicon: ~60% of high-end PAM4 DSP share (36kr, 2026-06-27, https://eu.36kr.com/en/p/3870758441178373) but an estimated 20-25% of custom AI ASIC design services versus Broadcom's ~70% (hashrateindex, 2026-05-13, https://hashrateindex.com/blog/design-partners-ai-asic-market-part-2/) — net, a co-leader in AI data-center connectivity/custom silicon behind Broadcom overall.

source: sec.gov

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%.

source: sec.gov

moderate

The 10-K characterizes Marvell's markets as having 'pricing pressures' and intensifying competition (https://www.sec.gov/Archives/edgar/data/1835632/000183563226000011/mrvl-20260131.htm), yet the Q1 FY2027 release reports 52.1% GAAP / 58.9% non-GAAP gross margin on record revenue (https://www.sec.gov/Archives/edgar/data/1835632/000183563226000014/q127_8kx522026ex-991.htm) — differentiated-IP margins, tempered by hyperscaler buyer power.

source: sec.gov

Summary

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.

Marvell is a fabless data-infrastructure silicon supplier whose center of gravity has shifted decisively to the AI data center: the data center end market was $6,100.3M, 74% of FY2026 revenue, up from 40% two fiscal years earlier (FY2026 10-K). Its strongest position is electro-optics — in high-end PAM4 optical DSPs for 400G+ transceivers it holds roughly 60% share on Inphi-inherited SerDes/FEC IP, with Broadcom above 30%, the two together over 90% (36kr, 2026-06-27). In custom AI silicon it is the structural #2 design partner at an estimated 20-25% of the custom AI ASIC design-services market versus Broadcom's ~70%, anchored by AWS Trainium and Microsoft Maia wins (hashrateindex, 2026-05-13). The Q1 FY2027 release (2026-05-27) shows the flywheel turning — record $2.418B revenue (+28% YoY), Q2 guided to $2.7B mid-point (+35% YoY), management citing 'exceptional AI-related bookings' across 800G/1.6T optics, 51.2T switches, CPO/NPO and custom XPU — and the Celestial AI (Photonic Fabric) and XConn (PCIe/CXL switching) acquisitions closed in February 2026 extend the interconnect moat toward scale-up fabrics. The offsets that keep the moat narrow are in Marvell's own filing: intense competition (AMD, Alchip, Astera, Ayar, Broadcom, Credo, GUC, Lightmatter and others), hyperscaler in-housing risk, and heavy customer concentration.

Chain position

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.

Fabless supplier spanning 'data center core to network edge': it sits between hyperscaler AI compute (custom XPU/XPU-attach ASICs) and the optical layer (PAM4/coherent DSPs, CPO/LPO, DCI, AEC, PCIe retimers), outsourcing fabrication to independent CMOS foundries; the Feb-2026 Celestial AI and XConn acquisitions push it further into scale-up photonic fabric and PCIe/CXL/UALink switching (FY2026 10-K, https://www.sec.gov/Archives/edgar/data/1835632/000183563226000011/mrvl-20260131.htm).

Products (share / barrier)
  • Houndify Voice AI platform (automotive, TV, IoT) Unknown · Moderate source: sec.gov
  • OASYS enterprise agentic AI platform Unknown · Low source: sec.gov
  • Smart Ordering and Smart Answering (restaurant voice AI) Unknown · Low source: sec.gov
  • SoundHound Chat AI (generative voice assistant) Unknown · Low source: sec.gov
Long-horizon vote -0.15 at weight 0.20 · swarm neutral

Editorial prior, not backtested.

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+0.13 at weight 0.20 · swarm bullish

Editorial prior, not backtested.

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