
Summary
「I want to start local AI, but which mini PC should I pick?」
【2026】Local AI Mini PC Deep Comparison: GMKtec M8 vs Minisforum UM690L【~¥50K vs ~¥70K】
「I want to start local AI, but which mini PC should I pick?」
The GMKtec M8 and Minisforum UM690L — these two are the most-watched mini PCs as 2026 local AI entry machines.
Both feature AMD Ryzen 6000 series, 16GB memory, and USB4. But the price point and direction differ slightly.
This article compares the two completely from a local AI execution standpoint.
Bottom Line: Which Camp Are You In?
| Profile | Recommendation | Reason |
|---|---|---|
| Want the lowest-cost AI entry | GMKtec M8 🟢 | OCuLink for future eGPU expansion. Start from ~¥50K |
| CPU performance is the priority | Minisforum UM690L 🔵 | Ryzen 9 6900HX (8-core) is a tier above |
| Scale up with eGPU later | GMKtec M8 🟢 | Only the M8 has OCuLink. UM690L doesn't |
| Want a slim, stylish unit | Minisforum UM690L 🔵 | Ultra-thin design, takes little space |
| Also want a home server | GMKtec M8 🟢 | Dual 2.5GbE LAN, ideal for server use |
Spec Comparison
| Spec | GMKtec M8 | Minisforum UM690L |
|---|---|---|
| CPU | Ryzen 5 PRO 6650H (6C/12T) | Ryzen 9 6900HX (8C/16T) |
| Max boost clock | 4.5GHz | 4.9GHz |
| Integrated GPU | Radeon 660M (12CU) | Radeon 680M (12CU) |
| Memory | 16GB LPDDR5 6400MT/s | 16GB LPDDR5 |
| Storage | 512GB NVMe (M.2 x2) | 512GB NVMe |
| OCuLink | ✅ Yes (eGPU capable) | ❌ No |
| USB4 | ✅ 40Gbps | ✅ Yes |
| LAN | 2.5GbE x 2 | 2.5GbE x 1 |
| Video output | HDMI 2.0 / DP 1.4 / USB4 (3 screens 8K) | HDMI 2.1 / DP 1.4 / USB4 (3 screens) |
| Size | Standard mini PC size | Slim type (thin) |
| OS | Windows 11 Pro | Windows 11 Pro |
Key Differences Diagram
Local AI Performance Comparison
7B Models (Llama 3.1, DeepSeek V4 Lite, Qwen 2.5)
| Item | GMKtec M8 | Minisforum UM690L |
|---|---|---|
| CPU inference speed | Standard (6 cores) | ~20% faster (8 cores) |
| GPU offload (Radeon) | ⭐ Runs on 660M | ⭐⭐ Slightly faster on 680M |
| OCuLink + eGPU | ✅ Expandable | ❌ Not supported |
| Usability | ⭐ Practical enough | ⭐⭐ More comfortable |
13B Models (Llama 2, DeepSeek V4)
| Item | GMKtec M8 | Minisforum UM690L |
|---|---|---|
| CPU only | ⚠️ Works but slow | ⚠️ Better than M8 |
| GPU offload | ❌ Not enough memory | ❌ Not enough memory |
| With eGPU | ✅ Practical | ❌ Not supported |
23B+ Models
- Both struggle to run directly (16GB memory limit)
- M8 can run them with an OCuLink eGPU (RTX 4060+)
- UM690L can't do eGPU, so 23B+ is basically out of reach
Recommended Use by Model
GMKtec M8 (~¥50K)
Recommended use:
- 7B model local AI entry
- eGPU upgrade via OCuLink
- Home server use (dual LAN)
Pros:
- OCuLink support = overwhelming expandability
- Low entry price (~¥50K)
- Dual 2.5GbE LAN
Cons:
- CPU performance below UM690L
- Larger body
Minisforum UM690L (~¥70K)
Recommended use:
- Local AI with 8-core CPU power directly
- Clean desk environments
- 13B model CPU inference
Pros:
- Ryzen 9 8-core performance
- Ultra-thin design
- Slightly stronger Radeon 680M
Cons:
- No OCuLink (no eGPU expansion)
- ~¥20K more than the M8
Summary
| Your Priority | The One to Pick |
|---|---|
| Cheapest AI entry | GMKtec M8 🟢 (¥50K with OCuLink) |
| CPU performance / speed | Minisforum UM690L 🔵 (Ryzen 9 8-core) |
| Formal setup with eGPU later | GMKtec M8 🟢 (OCuLink is key) |
| Clean desk | Minisforum UM690L 🔵 (slim body) |
| Home server dual-use | GMKtec M8 🟢 (dual 2.5GbE) |
My pick is the GMKtec M8. The reason: "cheap + OCuLink." You can get it for ~¥50K, then transform it later with an eGPU. Only the M8 covers AI entry to mid-level in one unit.
※Product prices fluctuate. Check the latest prices and availability on the marketplace.
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