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Local LLMs on a GMKtec Mini PC: What Fits and What to Expect

GMKtec mini PCs can run local LLMs, but model fit and speed depend on the exact system, memory, runtime and settings. Here’s how to interpret EVO-X2 claims and verify local inference.
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Yes, a GMKtec mini PC can run local large language models, but “GMKtec” covers very different hardware. The exact model, memory capacity, model quantization, context length and runtime determine what will load and how quickly it responds. GMKtec’s published EVO-X2 results offer a useful reference—not an independent benchmark or a substitute for testing the specific system.

What “running locally” means

With local inference, the model runs on the mini PC rather than sending prompts to a remote service. A launcher that lists familiar AI models does not prove they run on the device. PCWorld found that Cherry AI on the configuration it reviewed for the GMKtec K13 acted as an interface to cloud services, including services associated with Doubao, Qwen and DeepSeek. That finding applies to the reviewed K13 setup, not every GMKtec computer or AI application. PCWorld’s K13 review

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To establish that a test is genuinely local, identify the runtime and model artifact, then repeat the test with the network disconnected. If the application stops working offline, it may depend on a remote service. A model’s name in a launcher is not enough to establish where inference happens.

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What GMKtec’s EVO-X2 figures say

GMKtec lists the EVO-X2 with an AMD Ryzen AI Max+ 395 and publishes model compatibility information for 64GB, 96GB and 128GB configurations. Its table shows that supported models vary by memory option. For the 128GB configuration, the company lists these average generation speeds:

#1 Best Overall
GMKtec Mini PC Computer, G10 Ryzen 5 3500U (Beats N150/4300U/3200U), 16GB RAM 512GB SSD 2.5GbE NIC LAN Desktop Office Home Business HTPC, Triple 4K Display, WiFi, BT, USB-C, DP, Type-C PD, HDMI 2.1
  • MINI PC COMPUTER OFFICE LIGHT GAMING - GMKtec Nucbox G10 Series is equipped with the Ryzen 5 3500U, a 64-bit quad-core mid-range performance x86 mobile microprocessor. This processor is based on AMD's Zen+ microarchitecture and is fabricated on a 12 nm process. The 3500U operates at a base frequency of 2.1 GHz with a TDP of 15 W and a Boost frequency of 3.7 GHz. This APU supports up to 32 GB of dual-channel DDR4-2400 memory and incorporates Radeon Vega 8 Graphics operating at up to 1.2 GHz. 20% Multi-core Performance increase over previous Ryzen 3 models such as 4300U. 35% performance increase over the Intel N-series N95/N97/N150.
  • RYZEN 5 3500U vs RYZEN 3 4300U COMPARISON - Why Choose Ryzen 5 3500U: Better multi-threaded performance: More threads, better suited for multitasking and demanding applications. Better graphics: With Vega 8, it's superior for casual gaming, video playback, and GPU-intensive tasks. Overall higher performance: Higher boost clock and better ability to handle a variety of workloads, from light gaming to productivity tasks. So, if you're looking for a more balanced processor with stronger multitasking capabilities and better GPU performance, the Ryzen 5 3500U would be the clear choice.
  • 16GB DUAL CHANNEL DDR4 + 512GB SSD - Installed with DDR4 16GB SO-DIMM RAM Dual Channel (2x8GB) and a 512GB SSD, the Nucbox G10 mini pc supports memory expansion to 64GB RAM. Featured with Dual M.2 2280 PCIe 3.0 slots, supports dual storage slot expansion to 16TB SSD (2*8TB). (Upgrades not included) This model supports a configurable TDP-down of 12 W and TDP-up of 35 W.
  • UNLEASH RAW PERFORMANCE MODE 25W - Dominate demanding tasks with the AMD Ryzen 5 3500U processor. When switched to Performance Mode in the BIOS (press "Esc" key repeatedly during boot, save then exit), this mini PC delivers superior multi-core processing power, significantly outperforming Intel N-series chips in CPU-intensive applications, multitasking, and creative workloads.
  • MINI DESKTOP COMPUTER WITH TRIPLE DISPLAY SCREEN - Nucbox G10 integrates AMD Radeon Vega 8 1200 MHz GPU to deliver powerful graphics processing power to easily handle video editing, and playback, or casual gaming. And it can connect to 3 display screens simultaneously via HDMI 2.1 TMDS/ DPv1.4/ TYPE-C.
Model GMKtec-published average
OpenAI GPT-OSS 120B 19.25 tokens/s
OpenAI GPT-OSS 20B 57.15 tokens/s
Qwen3 30B 55.02 tokens/s
Qwen3 235B 11 tokens/s
Llama4 109B-Q4KM 13.83 tokens/s

These are manufacturer-published figures on GMKtec’s EVO-X2 page, accessed in 2026; they are not independent test results. The page does not provide enough test-method detail to make a controlled comparison with another system. Treat them as an indication of what GMKtec claims for its 128GB configuration, not a guarantee that your setup will match. GMKtec EVO-X2 product page

“Supported” or “loads” also does not mean a model will feel responsive. The listed speed can’t be compared fairly without knowing factors such as quantization, context length, runtime and measurement procedure. A figure in tokens per second describes generation speed; it does not, by itself, tell you how quickly a model processes a long prompt.

Rank #2
Sale
GMKtec G3S Mini PC Computers Intel N95 Processor (Turbo 3.4GHz) | 8GB DDR4 256GB SSD Desktop Computer 4K Dual HDMI Display/3x USB3.2/WiFi 5 BT5.0/RJ45 Ethernet
  • 12th INTEL ALDER LAKE N95 PROCESSOR - The G3S mini pc uses the 12th Intel N95 CPU 4 Core 4 Threads 6MB cache, burst speed up to 3.4GHz. Compared with (N100/N5105/N5100/N5095), the N95 offers an overall performance improvement of 36%. Ideal for routine tasks, office work and home entertainment,which is more convenient than traditional desktop pc
  • 8GB RAM MEMORY & 256GB SSD STORAGE - GMKtec Nucbox G3S mini pc is prebuilt with 8GB DDR4 RAM, you will enjoy a speedier experience with Built-in 256GB M.2 2242 SSD Hard Drive. Our mini desktop pc boots up in seconds, work on multiple browser tabs, software applications and quickly transfers files
  • RICH INTERFACE - Nucbox G3 Plus mini computer is equipped with USB 3.2, up to 10Gbps/S, HDMI(4K@60Hz)×2, 3.5mm Audio Jack. Supports WiFi 5, and Gigabit Ethernet RJ45 1000MbE network connectivity, Bluetooth 5.0. This Mini PC supports multiple device connection and can be used with servers, monitoring equipment, office equipment, displays, projectors, televisions, etc
  • 4K DUAL SCREEN DISPLAY - Mini desktop computer is equipped with upgraded Intel Graphics(max 1000MHz), supports 4K video playback and AV1 decoding, connect the pc with a projector as a home theatre, enjoy a variety of entertainments. Two HDMI 2.0 ports allows you to multi-task efficiently on two 4K@60Hz displays
  • WiFi5 & BT5.0 - Built-in Bluetooth 5.0 enables you to connect multiple wireless devices such as mice, keyboard, monitoring equipment, printer and monitor. High-speed wireless connection technology, reliable and efficient transmission speed, providing a faster internet experience for browsing and streaming. Small pc supports Wake On LAN, PXE Boot, RTC Wake and Auto Power On, ideal to use as a server

How to judge whether a model will fit and feel usable

Memory capacity is a central constraint for local models, and a result for one configuration should not be generalized to the whole product line. For example, TechRadar describes the GMKtec K13’s fixed 16GB memory as a limitation for larger memory-hungry models. The K13 is a different system from the EVO-X2, so this is a reminder to check the specific configuration—not evidence of EVO-X2 performance. TechRadar’s K13 review

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When assessing a particular machine, check these factors together:

Rank #3
GMKtec M6 Ultra Gaming Mini PC Ryzen 7640HS 32GB RAM DDR5 1TB SSD
  • VALUE & PERFORMANCE MINI PC - GMKtec Nucbox M6 Ultra Series is equipped with the powerful AMD Ryzen 5 7640HS processor. This CPU is an upper mid-range processor (APU) of the Phoenix product family. It has 6 SMT-enabled Zen 4 cores (12 threads) running at 4.3 GHz base speed to turbo boost 5.0 GHz.With a TDP Boost of 45W-60W, the Ryzen 7640HS CPU is more energy efficient and delivers a 30% Performance increase over previous AMD Ryzen 7 6800H, 6600U.
  • 32GB DDR5 RAM & 1TB PCIe SSD - Installed with DDR5 32GB RAM SO-DIMM Dual Channel (2x16GB), the Nucbox M6 Ultra mini pc support expansion to 128GB RAM. Featured with 1TB M.2 2280 PCIe 3.0 SSD, support dual slot expansion to PCIe 4.0 8TB SSD. (Upgrades not included)
  • GAMING PC - The Radeon 760M iGPU has 8 CUs (512 shaders) running at up to 2,600 MHz. This desktop computer can play moderate gaming at a steady FPS, it also HW-encodes and HW-decodes the most widely used video codecs such as AV1, HEVC and AVC.
  • DUAL NIC LAN 2.5G RJ45 - Fast Network Speeds: Enjoy up to 2500Mbps data transmission speed without worrying about lagging. Ideal for working, gaming, and surfing the internet. Great for Untangle, Pfsense or as a server office PC.
  • TRIPLE 4K DISPLAY - Unlock unparalleled productivity with support for three simultaneous displays, including a stunning 8K@60Hz via USB4, plus 4K@60Hz through both HDMI 2.0 and DisplayPort, transforming your workspace into a command center for multitasking and immersive entertainment.
  • Memory: Confirm the installed capacity and whether memory is upgradeable or shared with graphics. Check the manufacturer’s compatibility information for the exact configuration.
  • Model and quantization: Identify the precise model variant and quantization. A model name alone does not specify its memory requirements.
  • Context length: Longer context can increase memory use. A model that loads with a short context may not fit under a larger workload.
  • Runtime support: Confirm that the runtime supports the system’s processor and graphics or NPU hardware on your operating system.
  • Measured workload: Record prompt processing and token generation separately, along with runtime, settings and model artifact. “It runs” and “it is comfortable to use” are different claims.

Software support can change the result

Hardware capability is only part of the experience. In its EVO-X3 review, TechRadar tested a 128GB system across local chat, reasoning, image recognition, image generation, transcription and coding. The reviewer reported that smaller language models began responding quickly while larger ones were slower. The review also described GMKtec’s Claw environment and installers for LM Studio and Ollama. TechRadar’s EVO-X3 review

That review also reported a specific software mismatch at the time: Herdsman detected the NPU, but its then-current runtime manifests did not support the Ryzen AI Max+ 395. The reviewer used Lemonade and the Ryzen AI runtime as a workaround. This is a dated observation about that setup, not proof of a current or universal limitation. Check current runtime support for the exact operating system and hardware before choosing a workflow.

Rank #4
Sale
GMKtec Mini PC Intel Core i7-1185G7 (Up to 8 GHz) 16GB DDR4 1TB SSD
  • GMKtec M2 Pro S mini computer is equipped with 11th generation Intel Core i7-1185G7 processor, main frequency up to 4.8 GHz, 4 cores, 8 threads, 12MB cache, running much faster than i7-10810U, i5-12450H and i5-8259U, Windows PC series The power is only 35W, supporting your daily work with less power consumption, without delaying daily tasks
  • 16GB DDR4 and 1TB NVME SSD: Desktop computer Comes with 16GB SODIMM, dual-channel DDR4 supports expansion up to 64GB. 1TB SSD M.2 2280 NVMe (PCIe3.0), supports expansion to 2TB, in addition, M.2 2242 SATA can be expanded to 2TB
  • 4K UHD & 3 Screens Support: Mini PC with Intel Iris Xe Graphics G7 96EU GPU delivers high-quality graphics for the most demanding applications, 2 x HDMI (4K @ 60Hz) and 1 x USB Type-C (4K @ 60Hz) output terminals, allowing you to independently display 4K screens on 3 displays at the same time
  • 2.5Gbps LAN & WiFi6 + BT5.2: GMKtec mini PC dual band WiFi 2.4G+5G networking and Giga (RJ45 speed up to 2500M), Loading web, video, or other networked operations is faster and more stable, Bluetooth 5.2 connect faster Speed, Farther Coverage, it is also a big feature that you can transfer files over LAN at high speed
  • Package Included: 1x GMKtec Nucbox M2 Pro, 1x DC Power Plug, 1x HDMI Cable. 1 x VESA Mount with Screws, 1x User Manual
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What to record in a useful test

A meaningful report should let readers distinguish a hardware result from a software or configuration issue. Record the exact GMKtec model and memory configuration, operating system, runtime version, model artifact and quantization, context length, and network status. For speed figures, explain the workload and settings, and separate prompt processing from generation. Include noise, power use and thermal behavior only if you measured them.

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For a like-for-like comparison with another mini PC, use the same model artifact, quantization, context and runtime where possible. Report the system configuration and measurement conditions alongside every speed figure. A single TOPS rating does not establish how well a machine will run a particular language model.

Best Value
Sale
GMKtec G3S Mini PC Intel N95 Processor (Up to 3.4GHz) 8GB RAM 256GB M.2 SSD | Mini Desktop Computer with VESA Mount for Office Home Business HTPC Proxmox, Dual 4K Display, WiFi 5, Gigabit Ethernet
  • 12th Intel Alder Lake N95 Processor – The GMKtec G3 S Mini PC is powered by the 12th Gen Intel N95 processor with 4 cores, 4 threads, 6MB cache and a burst frequency up to 3.4GHz. Compared with N100/N5105/N5100/N5095, the N95 delivers up to 36% overall performance improvement. Perfect for routine tasks, office work, and home entertainment, this compact mini desktop is more convenient than traditional bulky PCs.
  • 8GB RAM & 256GB SSD Storage – Pre-installed with 8GB DDR4 memory and a fast 256GB M.2 2242 SSD, the G3 S mini desktop offers quicker startup, smoother multitasking, and faster file transfers. Enjoy seamless performance whether you’re working on multiple applications, browsing, or streaming content.
  • Rich Interfaces & Connectivity – The G3 S mini computer comes equipped with USB 3.2 (up to 10Gbps), dual HDMI 2.0 (4K@60Hz), and a 3.5mm audio jack. With support for WiFi 5, Bluetooth 5.0, and Gigabit Ethernet (RJ45 1000MbE), it connects easily with monitors, projectors, printers, office equipment, and other peripherals, making it versatile for both home and business use.
  • Dual 4K Display Support – Featuring upgraded Intel UHD Graphics (up to 1000MHz), the G3 S supports 4K video playback and AV1 decoding for a smooth viewing experience. With dual HDMI outputs, you can connect two 4K@60Hz displays simultaneously, enabling efficient multitasking for work and entertainment.
  • GMKTEC WARRANTY - GMKtec offers a 3-year limited warranty (1 year replacement + 2 years parts replacement) for each mini PC, starting from the date of the purchase effective on all sales starting Oct. 2026. All defects due to design and workmanship are covered. With a professional after sales team always ready to attend to your needs, you can simply relax and enjoy your mini PC

Choosing among GMKtec systems

GMKtec’s AI mini PC catalog lists multiple systems, so a result from one model should not be presented as a result for the brand as a whole. Compare the exact configuration’s usable memory, model compatibility, measured performance under disclosed settings, runtime support and—if tested—sustained behavior, noise and power. Check the current price and stock for the configuration you intend to buy; catalog listings can change. GMKtec AI mini PC catalog

Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.

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