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.
| SoundHound AI | GitLab | Lattice Semiconductor | |
|---|---|---|---|
| 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. | 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. | narrow Lattice holds long-lived, low-power sockets that an outside analyst calls sticky, and it kept its gross profit high through a sharp revenue fall. But each new customer product is competed for again, and the 10-K concedes larger rivals. William Blair's research initiation (2026-10-06, https://www.williamblair.com/News/Lattice-Semiconductor-Corporation-Research-Initiation) says 'Lattice has built a leadership position in the high-volume, sticky sockets where power efficiency is critical'. The FY2025 10-K's financial data (as carried in TradingPilot fundamentals) report gross profit of $340,400 thousand on revenue of $509,401 thousand in fiscal 2024, when revenue fell from $737,154 thousand in fiscal 2023. Against that, the same 10-K says 'The selection process for our products to be included in our customers' new products is highly competitive' and 'There are no guarantees that our products will be included in the next generation'. It also says many competitors 'have substantially greater financial, technological, manufacturing, marketing, and sales resources than us'. Operating income was $11,232 thousand in fiscal 2025. Narrow rather than wide, because the sockets are re-won each product generation against larger competitors, and no independent share figure was found. |
| 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. | 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." | switching costs The lock is the design socket and the product's long life. The FY2025 10-K cites 'a commitment to product longevity, with a large number of Lattice devices having been supported in the market for over 20 years'. It says the sales team works to 'drive multi-generational design wins', and that Lattice still supports FPGA families 'that have been in market for more than a decade and still garner strong customer demand today'. William Blair (2026-10-06) calls the same sockets 'sticky'. The 10-K limits the lock to products already designed in: selection for customers' new products 'is highly competitive'. |
| 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. | 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. | co leader William Blair (2026-10-06) calls Lattice 'a leader in low-power programmable silicon' with 'a leadership position in the high-volume, sticky sockets where power efficiency is critical'. It gives no share figure, and it notes that 'larger FPGA competitors' focus on compute-intensive work. The 10-K's 'Lattice is the low power programmable leader' is the company's own claim. Without a tracker's share number, and with larger rivals in the wider FPGA market, the band is co-leader rather than clear leader. |
| 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%. | 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." | moderate Gross profit has stayed high through the cycle. The FY2025 10-K's financial data (as carried in TradingPilot fundamentals) show gross profit of $514,670 thousand on revenue of $737,154 thousand in fiscal 2023, $340,400 thousand on $509,401 thousand in fiscal 2024, and $356,943 thousand on $523,262 thousand in fiscal 2025. The 10-Q filed 2026-08-04 shows $141,332 thousand on $201,079 thousand for the quarter ended 2026-07-04. William Blair (2026-10-06) says Lattice is 'replacing legacy small footprint FPGAs with higher-price Nexus 2 devices'. The 10-K's risk factors still warn that downturns 'can result, and in the past has resulted, in ... erosion of average selling prices'. |
| 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". | Lattice makes small and mid-range FPGAs that work as companion chips to a system's processors, or as primary processors, handling control, bridging, security and sensor connectivity in servers, communications gear, factories, cars and consumer devices. It competes on power and size rather than compute. William Blair says it 'specializes in low-power, small and midrange programmable silicon', while 'larger FPGA competitors focus on the compute-intensive market'. Distributors took approximately 84% of fiscal 2025 revenue, per the 10-K. In 2026 Lattice bought AMI for $1.65 billion, which William Blair says 'extends the company into platform firmware, security, and infrastructure manageability'. This profile rates the FPGA franchise described in the 10-K, not the newly acquired firmware business. |
| 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. | Layer-4 companion silicon: low-power FPGAs for control, security and connectivity beside processors in servers and communications gear, and in industrial, automotive and consumer systems, mostly sold through distributors. |
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| Long-horizon vote | -0.15 at weight 0.20 · swarm neutral Editorial prior, not backtested. | +0.06 at weight 0.20 · swarm neutral Editorial prior, not backtested. | +0.13 at weight 0.20 · swarm neutral Editorial prior, not backtested. |