{ "guide": { "slug": "msi-edgexpert", "archetype": "buyer", "title": "MSI EdgeXpert Buyer Guide", "subtitle": "A deployment-aware guide to MSI EdgeXpert MS-C931, covering Smart Fan evidence, 128GB/4TB configurations, ConnectX-7, channel differences, and the announced 64GB tier.", "summary": "Choose MSI EdgeXpert when a compact GB10 node needs an enterprise-edge deployment story, Smart Fan hardware, and 10GbE plus 200GbE networking. MSI announced a 64GB tier for October 23, 2026, while current channel evidence is regional: UK showed 128GB/4TB in stock and MSI IPC showed Notify Me.", "category": { "slug": "hardware", "name": "Hardware", "description": "Product factsheets for computers, devices, peripherals, and buying decisions." }, "tags": [ "msi", "edgexpert", "ms-c931", "gb10", "edge-ai", "local-ai", "buyer-guide" ], "version": "2026-10-18.2", "publishedAt": "2026-10-18", "updatedAt": "2026-10-18", "freshness": "Official manufacturer specifications, current regional offer pages, direct/indexed product identity evidence, independent reviews, and a labeled community signal were checked on 2026-10-18. Recheck price, stock, seller, fulfillment, warranty, software support, and exact configuration before buying.", "heroLabel": "MSI GB10 workstation buyer guide", "vaultPath": "Research/Technology/Hardware/MSI EdgeXpert Buyer Guide.md", "r2JsonKey": "guides/msi-edgexpert/2026-10-18.2.json", "thesisCards": [ { "label": "The fit", "title": "EdgeXpert is the deployment-oriented GB10 implementation.", "body": "MSI frames 128GB as the development tier and the announced 64GB model as a scaled edge tier. Smart Fan, industrial product identity, and dual QSFP networking matter more here than a generic desktop spec race." }, { "label": "The evidence", "title": "Smart Fan is documented, but dBA evidence is not.", "body": "MSI exposes a Smart Fan field and quiet-cooling language. That is useful design evidence, while exact acoustics remain unknown because no comparable EdgeXpert measurement was captured." }, { "label": "The caveat", "title": "Channel state differs by region.", "body": "The UK storefront showed a 128GB/4TB in-stock page while MSI IPC showed Notify Me. Treat availability as a regional observation and verify the actual seller and support path." } ], "stats": [ { "label": "Memory tiers", "value": "128GB / 64GB announced", "note": "MSI family spec is 128GB; 64GB availability is announced for Oct. 23, 2026." }, { "label": "Storage options", "value": "1TB / 4TB", "note": "Self-encrypting NVMe M.2 options in MSI IPC material." }, { "label": "Cluster network", "value": "200GbE × 2", "note": "ConnectX-7 QSFP path; 10GbE is the ordinary LAN option." }, { "label": "Channel check", "value": "UK in stock / IPC notify", "note": "Conflicting regional/channel observations on 2026-10-18." } ], "commerce": { "disclosure": "Direct manufacturer links are provided for regional configuration and availability checks; no exact Amazon US identity was verified for this product draft.", "primaryLinkId": "msi-edgexpert-direct", "priceApi": { "provider": "merchant-observed", "status": "ready_when_configured", "note": "Manufacturer prices and availability are observed regional snapshots; recheck exact configuration, stock, support, and final terms before buying." }, "links": [ { "id": "msi-edgexpert-direct", "merchant": "MSI", "title": "MSI EdgeXpert MS-C931", "label": "Check MSI EdgeXpert", "description": "Official MSI IPC product page for MS-C931 specs, Smart Fan field, storage, ports, OS, and regional channels.", "url": "https://ipc.msi.com/product_detail/Industrial-Computer-Box-PC/AISupercomputer/EdgeXpert-MS-C931", "relationship": "direct", "role": "target", "factCard": { "eyebrow": "Manufacturer target", "summary": "EdgeXpert MS-C931 family", "details": [ "The IPC page lists 128GB, 1TB/4TB, DGX OS, Smart Fan, and 200Gbps ConnectX-7.", "A separate UK page showed a 128GB/4TB in-stock state." ], "caveat": "Confirm region, price, stock, warranty, and exact configuration." } }, { "id": "nvidia-dgx-spark-direct", "merchant": "NVIDIA", "title": "NVIDIA DGX Spark", "label": "Compare NVIDIA reference", "description": "NVIDIA reference hardware for the common GB10 platform and reference noise documentation.", "url": "https://www.nvidia.com/en-us/products/workstations/dgx-spark/", "relationship": "direct", "role": "alternative", "factCard": { "eyebrow": "Reference alternative", "summary": "NVIDIA reference product", "details": [ "Use it for common GB10, memory, networking, and acoustic facts.", "MSI exposes its own Smart Fan and chassis evidence." ], "caveat": "Do not transfer NVIDIA reference noise to MSI." } }, { "id": "hp-zgx-nano-direct", "merchant": "HP", "title": "HP ZGX Nano AI Station", "label": "Compare exact-model review evidence", "description": "HP provides another OEM with an exact-model independent review and security/procurement focus.", "url": "https://www.hp.com/us-en/workstations/ai-stations.html", "relationship": "direct", "role": "alternative", "factCard": { "eyebrow": "OEM alternative", "summary": "HP adds security and acoustic review evidence", "details": [ "Compare OS, storage, support, and regional configuration.", "HP and MSI have different channel states." ], "caveat": "No exact Amazon identities were accepted for either option." } } ] }, "sections": [ { "id": "bottom-line", "eyebrow": "Bottom line", "title": "EdgeXpert is the enterprise-edge GB10 box with the clearest built-in fan evidence.", "body": "Choose MSI EdgeXpert when the GB10 platform needs a compact industrial/enterprise deployment story, explicit Smart Fan hardware, 10GbE plus 200GbE networking, and a 128GB/4TB class configuration. MSI announced a 64GB tier for October 23, 2026, but current channel evidence is regional: the UK page showed in stock while the IPC page showed Notify Me." }, { "id": "hardware-snapshot", "eyebrow": "Hardware", "title": "EdgeXpert packages GB10 for sustained edge deployment and clustering.", "table": { "columns": [ "Area", "EdgeXpert MS-C931 evidence", "Buyer implication" ], "rows": [ [ "Compute and memory", "GB10; 20-core Arm CPU; 128GB LPDDR5x unified in current family spec", "128GB is the established tier; 64GB is announced for Oct. 23." ], [ "Storage", "1TB or 4TB self-encrypting NVMe M.2", "Capacity is configuration-specific and should be selected before purchase." ], [ "I/O and network", "Four USB-C, HDMI 2.1a, 10GbE, ConnectX-7 with two QSFP ports, Wi-Fi 7, Bluetooth 5.4", "The design supports local displays plus optional multi-node links." ], [ "Cooling", "MSI IPC lists Smart Fan; launch copy describes quiet cooling for always-on use", "Smart Fan is a hardware field, not a comparable noise measurement." ], [ "Size and power", "151 × 151 × 52mm, 1.2kg, 240W USB-C external adapter", "Slightly different dimensions from the NVIDIA reference; plan the adapter and airflow." ] ] } }, { "id": "platform-delta", "eyebrow": "Platform delta", "title": "MSI emphasizes always-on edge operation around the same GB10 core.", "table": { "columns": [ "Choice", "Shared foundation", "MSI-specific decision" ], "rows": [ [ "EdgeXpert vs DGX Spark", "GB10, unified memory, DGX OS, ConnectX-7", "MS-C931 industrial product identity, Smart Fan field, 151mm chassis, and enterprise use cases." ], [ "128GB vs 64GB", "Same GB10 family", "128GB supports the established development tier; 64GB is the announced deployment tier." ], [ "1TB vs 4TB", "Same compute/network platform", "4TB reduces local storage pressure; match self-encryption and region to the exact SKU." ] ] } }, { "id": "workflow-fit", "eyebrow": "Workflow", "title": "EdgeXpert fits an always-on deployment more than a personal desktop experiment.", "bullets": [ "MSI explicitly positions 128GB for development and the announced 64GB configuration for scaled edge deployments. Treat that as product positioning, not a measured model-capacity guarantee.", "The dual QSFP ConnectX-7 path supports clustering, while 10GbE/Wi-Fi 7/USB-C cover single-node operation.", "Smart Fan and MSI's “whisper-quiet” language are useful design clues, but the product page does not give a standardized noise curve or independent EdgeXpert review result.", "The official product page is an industrial/enterprise channel with “Notify Me” in the captured state, while the UK storefront showed 128GB/4TB in stock; confirm the actual region and seller." ] }, { "id": "review-signal", "eyebrow": "Review signal", "title": "MSI has strong platform evidence but limited exact-model independent testing in this receipt.", "table": { "columns": [ "Source", "What it supports", "Boundary" ], "rows": [ [ "StorageReview thermal comparison", "Shows that cooling and chassis choices can materially differ across GB10 implementations.", "MSI EdgeXpert was not among the five exact systems measured; do not import another OEM temperature result." ], [ "Ars Technica and The Register", "Independent context for the Arm/DGX OS desktop AI category and its specialized role.", "Shared-platform reporting, not exact EdgeXpert testing." ], [ "MSI primary specification", "Exact MS-C931 memory, storage, I/O, Smart Fan, OS, dimensions, and power fields.", "Manufacturer specification; “quiet” positioning is not a lab measurement." ], [ "Community signal, NVIDIA forum", "Owners compare thermal characteristics across Spark variants and discuss implementation differences.", "Anecdotal signal, not MSI reliability or acoustic evidence." ] ] } }, { "id": "comparison-ladder", "eyebrow": "Buying matrix", "title": "Choose EdgeXpert when the deployment channel and cooling controls matter.", "table": { "columns": [ "Option", "Best for", "What you gain", "What you give up" ], "rows": [ [ "EdgeXpert — {{commerce:msi-edgexpert-direct|check MSI EdgeXpert}}", "Enterprise/edge deployment with MSI channel support", "Smart Fan field, 10GbE + 200GbE, 128GB/4TB family options, and industrial product identity", "No exact Amazon identity or current US price; regional page states differ." ], [ "NVIDIA DGX Spark — {{commerce:nvidia-dgx-spark-direct|compare NVIDIA reference}}", "Reference-platform development", "NVIDIA reference specs and acoustic measurement", "Marketplace 128GB/4TB page was out of stock during this check." ], [ "HP ZGX Nano — {{commerce:hp-zgx-nano-direct|compare HP security}}", "Security/procurement-heavy local AI", "Exact-model independent review with security and acoustic evidence", "Regional storage/support and no current exact Amazon identity." ] ] } }, { "id": "compatibility", "eyebrow": "Compatibility", "title": "EdgeXpert is a managed edge node, so channel and software image matter.", "bullets": [ "MSI lists NVIDIA DGX OS, 128GB unified memory, and a self-encrypting NVMe path. Verify the image, update channel, and support contact in the purchased region.", "Smart Fan is documented, but MSI does not publish a comparable dBA figure in the product specs used here. Do not rank it against NVIDIA or HP acoustic numbers.", "The dual QSFP ports and 240W adapter make cabling and power part of deployment design; an ordinary USB-C laptop charger is not an assumed substitute.", "The announced 64GB model is aimed at deployment-first sites, but its model code, storage, price, and exact US channel were not verified on October 18." ] }, { "id": "availability", "eyebrow": "Availability", "title": "MSI channel evidence is region-specific and split between storefronts.", "table": { "columns": [ "State", "Evidence checked 2026-10-18", "How to read it" ], "rows": [ [ "UK 128GB/4TB storefront", "MSI UK page showed In Stock for “EdgeXpert NVIDIA DGX GB10 128GB 4TB”", "Observed UK channel state; not a US offer or warranty claim." ], [ "MSI IPC product page", "MS-C931 page showed Notify Me When Available", "Conflicting regional/channel state; do not collapse to universal stock." ], [ "64GB model", "MSI Japan/US announcements specify October 23, 2026 availability", "Upcoming as of October 18; exact US offer not verified." ], [ "Amazon identity", "No exact Amazon US EdgeXpert MS-C931 title accepted", "Use MSI direct; do not substitute MSI gaming or generic industrial listings." ] ] } }, { "id": "decision", "eyebrow": "Decision", "title": "Buy EdgeXpert when the deployment context earns the industrial channel.", "table": { "columns": [ "If your job is", "Pick", "Why" ], "rows": [ [ "Always-on edge AI with MSI enterprise support", "EdgeXpert", "The product is positioned for deployment, exposes Smart Fan, and carries 10/200GbE paths." ], [ "A reference desktop development box", "DGX Spark", "NVIDIA provides the reference software/noise story, subject to stock." ], [ "Security-heavy procurement", "HP ZGX Nano", "HP has stronger exact-model security review evidence in this set." ], [ "A lower-cost 64GB deployment after Oct. 23", "EdgeXpert 64GB only after SKU/channel verification", "The timing is announced, but current price/stock/model identity remains unverified." ] ] } }, { "id": "product-links", "eyebrow": "Product links", "title": "Use the MSI product page and regional storefront together.", "body": "MSI channel states differ: the IPC page showed Notify Me while the UK storefront showed 128GB/4TB In Stock. Confirm exact memory, storage, OS image, Smart Fan/cooling terms, price, warranty, seller, delivery, and return terms before buying." } ], "sources": [ { "id": "msi-cert", "title": "NVIDIA Certified Systems — EdgeXpert", "publisher": "NVIDIA", "url": "https://docs.nvidia.com/certification-programs/latest/nvidia-certified-systems.html", "accessedAt": "2026-10-18", "sourceType": "official", "role": "spec" }, { "id": "msi-ipc", "title": "MSI EdgeXpert MS-C931", "publisher": "MSI IPC", "url": "https://ipc.msi.com/product_detail/Industrial-Computer-Box-PC/AISupercomputer/EdgeXpert-MS-C931", "accessedAt": "2026-10-18", "sourceType": "official", "role": "spec" }, { "id": "msi-uk", "title": "MSI EdgeXpert regional specification and availability", "publisher": "MSI", "url": "https://uk.msi.com/Edge-AI-PC/EdgeXpert-MS/Specification", "accessedAt": "2026-10-18", "sourceType": "official", "role": "availability" }, { "id": "msi-pdf", "title": "MSI EdgeXpert AI specification PDF", "publisher": "MSI", "url": "https://storage-asset.msi.com/us/picture/feature/desktop_us/2025/EdgeXpert-MS/EdgeXpert-01SKUS%20EdgeXpert%20AI%20Spec.pdf", "accessedAt": "2026-10-18", "sourceType": "official", "role": "spec" }, { "id": "msi-dm", "title": "MSI EdgeXpert Desktop AI Supercomputer datasheet", "publisher": "MSI", "url": "https://download-2.msi.com/archive/mnu_exe/ipc/EdgeXpert_DM_dm.pdf", "accessedAt": "2026-10-18", "sourceType": "official", "role": "spec" }, { "id": "msi-64gb", "title": "MSI EdgeXpert Adds 64GB Model", "publisher": "MSI", "url": "https://www.msi.com/news/detail/MSI-EdgeXpert-Adds-64GB-Model-to-Accelerate-On-Premises-Agentic-AI-150001", "accessedAt": "2026-10-18", "sourceType": "official", "role": "availability" }, { "id": "msi-japan-64gb", "title": "MSI EdgeXpert 64GB model regional timing", "publisher": "MSI Japan", "url": "https://jp.msi.com/news/detail/MSI-EdgeXpert-Adds-64GB-Model-to-Accelerate-On-Premises-Agentic-AI-150001", "accessedAt": "2026-10-18", "sourceType": "official", "role": "availability" }, { "id": "msi-availability", "title": "MSI EdgeXpert officially available release", "publisher": "MSI", "url": "https://www.msi.com/news/detail/MSI-EdgeXpert-Personal-AI-Supercomputer-Officially-Available-on-October-15--Empowering-Education--Research--and-Enterprise-AI-Labs-147188", "accessedAt": "2026-10-18", "sourceType": "official", "role": "background" }, { "id": "sr-thermal", "title": "NVIDIA DGX Spark Thermal Test: How OEM Cooling Designs Stack Up", "publisher": "StorageReview", "url": "https://www.storagereview.com/review/nvidia-dgx-spark-thermal-test-how-oem-cooling-designs-stack-up", "accessedAt": "2026-10-18", "sourceType": "review", "role": "review" }, { "id": "ars-spark", "title": "Nvidia sells tiny new computer that puts big AI on your desktop", "publisher": "Ars Technica", "url": "https://arstechnica.com/ai/2025/10/nvidia-sells-tiny-new-computer-that-puts-big-ai-on-your-desktop/", "accessedAt": "2026-10-18", "sourceType": "review", "role": "review" }, { "id": "register-spark", "title": "DGX Spark: first look", "publisher": "The Register", "url": "https://www.theregister.com/2025/10/14/dgx_spark_review/", "accessedAt": "2026-10-18", "sourceType": "review", "role": "review" }, { "id": "msi-community", "title": "DGX Spark / GB10 thermal and Spark variant discussion", "publisher": "NVIDIA Developer Forums", "url": "https://forums.developer.nvidia.com/t/what-are-the-thermal-characteristics-of-each-of-the-spark-variants/381192", "accessedAt": "2026-10-18", "sourceType": "community", "role": "community-signal" } ], "claims": [ { "id": "msi-identity", "claim": "MSI EdgeXpert MS-C931 is an NVIDIA-certified GB10 product with 128GB unified memory in the current family specification.", "sourceId": "msi-cert", "evidenceType": "official", "confidence": "high", "caveat": "The 64GB model is a separately announced tier; exact SKU must be verified.", "guideLocation": "Hardware snapshot", "sectionId": "hardware-snapshot" }, { "id": "msi-spec", "claim": "MSI lists 1TB/4TB self-encrypting NVMe, DGX OS, four USB-C, HDMI 2.1a, 10GbE, two QSFP ConnectX-7 ports, Wi-Fi 7, and Bluetooth 5.4.", "sourceId": "msi-ipc", "evidenceType": "official", "confidence": "high", "caveat": "Regional pages can differ in Bluetooth/storage/offer details.", "guideLocation": "Hardware snapshot", "sectionId": "hardware-snapshot" }, { "id": "msi-physical", "claim": "MSI lists 151 x 151 x 52mm, 1.2kg, and a 240W USB-C external adapter.", "sourceId": "msi-ipc", "evidenceType": "official", "confidence": "high", "caveat": "Regional packaging and measured weight can vary.", "guideLocation": "Hardware snapshot", "sectionId": "hardware-snapshot" }, { "id": "msi-smartfan", "claim": "MSI IPC exposes a Smart Fan field for EdgeXpert and launch copy describes quiet cooling.", "sourceId": "msi-ipc", "evidenceType": "official", "confidence": "medium", "caveat": "No comparable numeric noise measurement was captured; do not rank acoustics from this wording.", "guideLocation": "Hardware snapshot", "sectionId": "hardware-snapshot" }, { "id": "msi-64gb", "claim": "MSI announced a 64GB EdgeXpert model and regional MSI copy specifies October 23, 2026 availability.", "sourceId": "msi-japan-64gb", "evidenceType": "official", "confidence": "high", "caveat": "As of October 18 this is upcoming; model code/price/US channel remain unverified.", "guideLocation": "Availability", "sectionId": "availability" }, { "id": "msi-uk-offer", "claim": "MSI UK showed the 128GB/4TB EdgeXpert in stock, while MSI IPC showed Notify Me When Available during the same audit.", "sourceId": "msi-uk", "evidenceType": "official", "confidence": "medium", "caveat": "Conflicting regional/channel snapshots; not a US stock claim.", "guideLocation": "Availability", "sectionId": "availability" }, { "id": "msi-original-availability", "claim": "MSI announced the 128GB EdgeXpert available through its website and authorized distributors starting October 15, 2025.", "sourceId": "msi-availability", "evidenceType": "official", "confidence": "high", "caveat": "Historical launch evidence; current channel state is captured separately.", "guideLocation": "Availability", "sectionId": "availability" }, { "id": "msi-platform-review", "claim": "Ars Technica and The Register provide independent GB10/DGX OS/Arm category context, not exact EdgeXpert testing.", "sourceId": "ars-spark", "evidenceType": "review", "confidence": "medium", "caveat": "Shared-platform review evidence only.", "guideLocation": "Review signal", "sectionId": "review-signal" }, { "id": "msi-thermal", "claim": "StorageReview demonstrates that GB10 OEM cooling designs can differ, but MSI EdgeXpert was not in its five-system thermal sample.", "sourceId": "sr-thermal", "evidenceType": "review", "confidence": "medium", "caveat": "Do not transfer another vendor's temperature/noise result to MSI.", "guideLocation": "Review signal", "sectionId": "review-signal" }, { "id": "msi-community", "claim": "NVIDIA forum discussions contain community comparisons of Spark-family thermal behavior.", "sourceId": "msi-community", "evidenceType": "community", "confidence": "low", "caveat": "Anecdotal signal only.", "guideLocation": "Review signal", "sectionId": "review-signal" }, { "id": "msi-amazon-gap", "claim": "No exact Amazon US EdgeXpert MS-C931 identity was accepted in the bounded sweep.", "sourceId": "msi-ipc", "evidenceType": "inference", "confidence": "medium", "caveat": "A missing accepted ASIN is not proof no listing exists.", "guideLocation": "Availability", "sectionId": "availability" }, { "id": "msi-arm", "claim": "EdgeXpert runs NVIDIA DGX OS on the GB10 Arm platform, so software/image support must be checked for deployment.", "sourceId": "msi-ipc", "evidenceType": "official", "confidence": "high", "caveat": "Verify exact current image and support channel in the purchased region.", "guideLocation": "Workflow", "sectionId": "workflow-fit" } ], "relatedGuides": [ { "slug": "acer-veriton-gn100", "role": "alternative", "rank": 1, "reason": "Choose Acer when the reviewed cooling behavior and a 4TB configuration matter; the thermal result is sample-specific." }, { "slug": "asus-ascent-gx10", "role": "alternative", "rank": 2, "reason": "Choose ASUS for an explicit memory and SSD menu, including a 4TB PCIe 5.0 option." }, { "slug": "nvidia-dgx-spark", "role": "alternative", "rank": 3, "reason": "Choose the reference unit for NVIDIA hardware documentation and the direct DGX software path." }, { "slug": "hp-zgx-nano-ai-station", "role": "alternative", "rank": 4, "reason": "Choose HP when encrypted storage and documented security controls matter; verify the exact SKU and certifications." }, { "slug": "dell-pro-max-gb10", "role": "alternative", "rank": 5, "reason": "Choose Dell when regional service options and organizational procurement matter; confirm FCM1253 configuration and support." } ], "comparison": { "title": "Five alternatives in GB10 desktop AI workstations", "intro": "Five use-case choices from the covered GB10 models; this is not a benchmark ranking. Regional menus do not prove current availability. The 64GB OEM rollout was announced for October 23, 2026, after this October 18 check.", "alternatives": [ "acer-veriton-gn100", "asus-ascent-gx10", "nvidia-dgx-spark", "hp-zgx-nano-ai-station", "dell-pro-max-gb10" ], "includeCurrent": false, "dimensions": [ { "id": "best-for", "label": "Choose it for", "values": { "acer-veriton-gn100": "Choose Acer when the reviewed cooling behavior and a 4TB configuration matter; the thermal result is sample-specific.", "asus-ascent-gx10": "Choose ASUS for an explicit memory and SSD menu, including a 4TB PCIe 5.0 option.", "nvidia-dgx-spark": "Choose the reference unit for NVIDIA hardware documentation and the direct DGX software path.", "hp-zgx-nano-ai-station": "Choose HP when encrypted storage and documented security controls matter; verify the exact SKU and certifications.", "dell-pro-max-gb10": "Choose Dell when regional service options and organizational procurement matter; confirm FCM1253 configuration and support." } }, { "id": "memory", "label": "Fixed memory options", "values": { "acer-veriton-gn100": "64GB or 128GB listed regionally; confirm local SKU and release timing", "asus-ascent-gx10": "64GB or 128GB unified memory listed; confirm local SKU and release timing", "nvidia-dgx-spark": "128GB onboard unified memory", "hp-zgx-nano-ai-station": "128GB onboard unified memory", "dell-pro-max-gb10": "128GB US; 64GB/128GB listed regionally; confirm SKU" } }, { "id": "storage", "label": "Internal storage", "values": { "acer-veriton-gn100": "US 4TB NVMe M.2; generation needs SKU verification", "asus-ascent-gx10": "1TB/2TB PCIe 4.0 or 4TB PCIe 5.0; one slot", "nvidia-dgx-spark": "1TB or 4TB self-encrypting NVMe", "hp-zgx-nano-ai-station": "Official 1TB/4TB self-encrypting options; review also covers regional 2TB", "dell-pro-max-gb10": "1TB/2TB/4TB Gen4; 4TB OPAL SED option" } }, { "id": "desk-footprint", "label": "Desk footprint and power supply", "values": { "acer-veriton-gn100": "150 × 150 × 50.5mm; about 1.2kg; 240W supply, Japan specification", "asus-ascent-gx10": "150 × 150 × 51mm; 1.48kg; 240W supply", "nvidia-dgx-spark": "150 × 150 × 50.5mm; 1.2kg; 240W supply", "hp-zgx-nano-ai-station": "150mm-square chassis; starting about 1.25kg; 240W supply", "dell-pro-max-gb10": "150 × 150 × 51mm maximum; 1.31kg; 280W supply" } }, { "id": "cooling-evidence", "label": "Cooling evidence and limits", "values": { "acer-veriton-gn100": "Cooler reviewed sample in a five-system comparison; workload-specific", "asus-ascent-gx10": "OEM comparative thermal review; no primary numeric noise specification established", "nvidia-dgx-spark": "Independent comparison exists; no universal noise or throughput guarantee", "hp-zgx-nano-ai-station": "Review measured 22dBA idle and 27.6dBA intensive workload; sample-specific", "dell-pro-max-gb10": "Exact-model and comparative reviews; results depend on workload and configuration" } }, { "id": "purchase-caveat", "label": "Before ordering", "values": { "acer-veriton-gn100": "Regional GN100/VGN100 identity and stock differ; verify order configuration", "asus-ascent-gx10": "Family memory and SSD menu does not identify a particular retail offer", "nvidia-dgx-spark": "Fixed memory; Arm/CUDA workflow and model fit need verification", "hp-zgx-nano-ai-station": "Security claims and ports must be matched to exact region and certification", "dell-pro-max-gb10": "FCM1253 naming, wireless and service options vary by region" } } ] } }, "publicUrl": "https://fieldguides.co/g/msi-edgexpert" }