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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×GitLab×AMD× maximum of 3 — remove one to swap
SoundHound AI SOUN ai moat: latest change 2026-03-02 GitLab GTLB ai moat: latest change 2026-08-05 AMD AMD ai moat: latest change 2026-02-04
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

The FY2026 10-K (year ended 2026-01-31) shows real expansion inside the installed base: 118% Dollar-Based Net Retention, Base Customers up to 10,682 from 9,893, customers above $100,000 of ARR up to 1,456 from 1,229, and $1.0 million ARR customers "to 155 from 123, an increase of 26%". But the filing concedes "limited barriers to entry" and names "Microsoft Corporation, which owns GitHub" as principal competitor. Retention decelerates (130% FY2024, 123% FY2025, 118% FY2026), and since DBNR is reported "on a threshold basis of 130%," the FY2024 figure is a cap and the slide is steeper than it looks. Narrow, not wide: expansion must be re-won against a bundled hyperscaler.

source: sec.gov

narrow

AMD's FY2025 10-K documents real but bounded advantages: approximately 7,200 U.S. patents and roughly 18,900 patent matters worldwide, an outright claim that 'We are the market share leader in semi-custom game console products,' and gross margin of 50% on revenue up 34% to $34.6 billion. The same filing sets the ceiling: 'Some of our competitors may possess stronger market positions, larger customer bases, more design wins, and greater financial, sales, marketing, and distribution resources than us'; Nvidia is named 'the discrete GPU market share leader'; and AMD relies on TSMC 'for the production of all wafers for microprocessor and GPU products at 7 nanometer (nm) or smaller nodes.' Advantages that are genuine, contested, and dependent on a shared foundry are narrow, not wide.

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

switching costs

Stickiness comes from platform embedding, not IP. The 10-K rests differentiation on "our single platform with a unified data model," on "Consolidation of multiple tools into a single platform," and on deployment inside the customer's own perimeter for regulated buyers. Replacement means re-integrating a toolchain and re-certifying compliance. IP is the wrong label: only "16 issued patents and 25 pending patent applications," plus open-source licenses granting "broad permissions to use, copy, modify, and redistribute." The no-lock-in claim is the filing's own characterisation, footnoted to a Forrester study "commissioned by GitLab."

source: sec.gov

intangibles ip

The FY2025 10-K locates the durable asset in design IP rather than manufacturing: 'We rely on contracts and intellectual property rights to protect our products and technologies from unauthorized third-party copying and use,' with approximately 7,200 U.S. patents and about 18,900 patent matters worldwide spanning x86 EPYC/Ryzen CPUs, CDNA/RDNA graphics and the Versal/Zynq adaptive-SoC families, and it credits customer wins to 'our broad IP portfolio and leadership in design, integration and advanced packaging.' It is explicitly not cost_scale: AMD is fabless and 'utilize[s] Taiwan Semiconductor Manufacturing Company Limited (TSMC) for the production of wafers' — the same leading-edge foundry its merchant competitors use, so no manufacturing-scale advantage accrues to it.

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

fast follower

The 10-K positions GitLab against a leader rather than as one: "Our principal competitor is Microsoft Corporation, which owns GitHub." Competition reads from the challenger side, differentiating "from GitHub through flexible deployment options that work within enterprise security and compliance requirements, LLM neutrality with self-hosted gateway support" and an open core model. On AI it follows: Duo Agent Platform went "Generally available in January 2026," the last month of the fiscal year. What keeps it a follower rather than behind is cadence, "a new version of our software every month for 172 months in a row," plus a regulated-deployment franchise a SaaS-first rival does not cover.

source: sec.gov

fast follower

The FY2025 10-K itself places AMD behind the pace-setter in its two most important markets: 'Our principal competitor in the supply of discrete graphics is Nvidia, who is the discrete GPU market share leader,' and the risk factors state Nvidia 'leverages its market position in data center GPU, financial resources, and proprietary software ecosystem to promote its systems and influences customers who do business with us.' AMD is nonetheless executing 'an annual cadence of leadership for AMD Instinct solutions' and has won gigawatt-scale commitments (OpenAI, 6 GW) — following fast and closely, not setting the pace.

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

FY2026 gross margin was 87% against 89%, with cost of revenue up $35.6 million "primarily due to an increase of $18.4 million in third party hosting costs for SaaS and cloud usage," and management expects SaaS and Duo mix to bring costs that "may adversely impact our gross margins." Strain is explicit: GitLab "may be required to reduce our prices," competitors "may offer their products and services at a lower price or for free," and it "implemented user limits on our free SaaS product." Power retained: Premium lists at $29 per user/month billed annually, and seats bundle $12 and $24 of GitLab Credits. But "A majority of our subscriptions are on a one-year period."

source: sec.gov

moderate

FY2025 gross margin was 50%, up from 49% in 2024 per the 10-K — healthy and improving — but the same filing attributes average-selling-price pressure to competitors: Intel 'uses its microprocessor market position to price its products aggressively and target our customers and channel partners with special incentives. These aggressive activities have reduced and may reduce our unit sales and average selling prices for many of our products'. Pricing power is real but contested.

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.

GitLab sells a single-platform DevSecOps toolchain defended by workflow lock-in rather than intellectual property: a unified data model plus deployment flexibility, including single-tenant "Dedicated for Government with FedRAMP compliance," makes it hard to remove where data residency is contractual. The installed base expands: 118% Dollar-Based Net Retention, 10,682 Base Customers, 1,456 above $100,000 of ARR, 155 above $1.0 million (up 26%), over 70% of ARR from public sector and enterprise. The filing supplies the counterweight: "limited barriers to entry," Microsoft/GitHub as principal competitor, 16 issued patents. Retention (130 to 123 to 118, the 130 a cap), gross margin (89% to 87%) and a January 2026 AI launch point to compression at the commodity end. No source measures market share, so every share band is "unknown".

AMD's edge is architectural design IP executed on someone else's fabs. The FY2025 10-K describes a full-stack portfolio — EPYC server CPUs, Instinct AI accelerators, Ryzen client parts where 'AMD was the first company to integrate a dedicated neural processing unit (NPU) on the same SoC as an x86 CPU for AI PCs,' Radeon graphics, Pensando networking and Versal adaptive SoCs — backed by roughly 18,900 patent matters worldwide, and it discloses gigawatt-scale customer commitments (an October 2025 agreement with OpenAI 'to deploy 6 gigawatts of AMD GPUs,' first gigawatt on Instinct MI450). The same filing bounds that moat: Nvidia is 'the discrete GPU market share leader' and 'leverages its market position in data center GPU, financial resources, and proprietary software ecosystem'; Intel 'uses its microprocessor market position to price its products aggressively'; Arm architectures and customers who 'internally develop products to support similar AI workloads' are named as encroaching; and every wafer at 7 nm or below comes from TSMC. Revenue grew 34% in FY2025 with Data Center up 32%, but the filing's own competitive framing places AMD in the challenger seat rather than the entrenched one.

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.

GitLab sits at the software-tooling layer, not compute or models. It consumes third-party LLM capacity — marketing "LLM neutrality and support for self-hosted AI gateways, including air-gapped environments" — so it captures no model-layer economics and bears inference as COGS, visible in the $18.4 million rise in hosting costs. Its distinctive position is the regulated perimeter.

A fabless merchant-silicon designer sitting one layer above the foundries: the FY2025 10-K states AMD relies on TSMC 'for the production of all wafers for microprocessor and GPU products at 7 nanometer (nm) or smaller nodes' and primarily on GLOBALFOUNDRIES above 7 nm, with packaging and test performed by Asia-Pacific ATMP partners — so its cost, supply and cadence are inherited from partners it does not control.

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
  • Enterprise Agile Planning add-on Unknown · Low source: sec.gov
  • GitLab Dedicated (including Dedicated for Government) Unknown · Deep source: sec.gov
  • GitLab DevSecOps Platform (Free, Premium, and Ultimate tiers) Unknown · Moderate source: sec.gov
  • GitLab Duo Agent Platform (with GitLab Credits) Unknown · Low source: about.gitlab.com
  • Self-Managed GitLab (on-premises and hybrid cloud deployment) Unknown · Deep source: sec.gov
Long-horizon vote -0.15 at weight 0.20 · swarm neutral

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+0.06 at weight 0.20 · swarm neutral

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+0.06 at weight 0.20 · swarm bullish

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