Qualcomm · Snapdragon X Elite (X1E-80-100) · Laptop
Best AI Models for Snapdragon X Elite Copilot+ PC (32 GB)
Runs 35B MoE models well; 9B, 14B and 27–31B fit but are slow (14, 9 and 5 tok/s), and 70B doesn't fit in 26 GB.
| # | Model | Speed | llmrun Score | Quant · Memory |
|---|---|---|---|---|
| 1 | Qwen3.6 35B A3BAlibabaHow to run → Q4_K_M · 22.0 GB · 27.0 t/s | 27.0 tok/s | Q4_K_M · 22.0 GB | |
| 2 | Gemma 4 26B A4B ITGoogle Q4_K_M · 16.5 GB · 29.1 t/s | 29.1 tok/s | Q4_K_M · 16.5 GB | |
| 3 | Qwen3 30B A3B Thinking 2507Alibaba Q4_K_M · 19.4 GB · 35.4 t/s | 35.4 tok/s | Q4_K_M · 19.4 GB | |
| 4 | GPT OSS 20BOpenAI Q4_K_M · 13.1 GB · 31.3 t/s | 31.3 tok/s | Q4_K_M · 13.1 GB | |
| 5 | Q4_K_M · 19.3 GB · 46.1 t/s | 46.1 tok/s | Q4_K_M · 19.3 GB |
| # | Model | Speed | Coding Score | Quant · Memory |
|---|---|---|---|---|
| 1 | Qwen3.6 35B A3BAlibabaHow to run → Q4_K_M · 22.0 GB · 27.0 t/s | 27.0 tok/s | Q4_K_M · 22.0 GB | |
| 2 | Gemma 4 26B A4B ITGoogle Q4_K_M · 16.5 GB · 29.1 t/s | 29.1 tok/s | Q4_K_M · 16.5 GB | |
| 3 | GPT OSS 20BOpenAI Q4_K_M · 13.1 GB · 31.3 t/s | 31.3 tok/s | Q4_K_M · 13.1 GB | |
| 4 | Q4_K_M · 7.9 GB · 16.6 t/s | 16.6 tok/s | Q4_K_M · 7.9 GB | |
| 5 | Q4_K_M · 19.3 GB · 46.1 t/s | 46.1 tok/s | Q4_K_M · 19.3 GB |
| # | Model | Speed | Long context Score | Quant · Memory |
|---|---|---|---|---|
| 1 | Q4_K_M · 16.5 GB · 29.1 t/s | 29.1 tok/s | Q4_K_M · 16.5 GB | |
| 2 | Qwen3 30B A3B Thinking 2507Alibaba Q4_K_M · 19.4 GB · 35.4 t/s | 35.4 tok/s | Q4_K_M · 19.4 GB | |
| 3 | Qwen3.5 4BAlibaba Q4_K_M · 3.4 GB · 26.9 t/s | 26.9 tok/s | Q4_K_M · 3.4 GB | |
| 4 | GPT OSS 20BOpenAI Q4_K_M · 13.1 GB · 31.3 t/s | 31.3 tok/s | Q4_K_M · 13.1 GB | |
| 5 | Q4_K_M · 19.3 GB · 46.1 t/s | 46.1 tok/s | Q4_K_M · 19.3 GB |
| # | Model | Speed ↓ | llmrun Score | Quant · Memory |
|---|---|---|---|---|
| 1 | Q4_K_M · 19.4 GB · 35.4 t/s | 35.4 tok/s | Q4_K_M · 19.4 GB | |
| 2 | Q4_K_M · 19.3 GB · 46.1 t/s | 46.1 tok/s | Q4_K_M · 19.3 GB | |
| 3 | Qwen3 30B A3B Instruct 2507Alibaba Q4_K_M · 19.4 GB · 35.4 t/s | 35.4 tok/s | Q4_K_M · 19.4 GB | |
| 4 | GPT OSS 20BOpenAI Q4_K_M · 13.1 GB · 31.3 t/s | 31.3 tok/s | Q4_K_M · 13.1 GB | |
| 5 | Gemma 4 26B A4B ITGoogle Q4_K_M · 16.5 GB · 29.1 t/s | 29.1 tok/s | Q4_K_M · 16.5 GB |
| # | Model | Speed | Vision Score | Quant · Memory |
|---|---|---|---|---|
| 1 | Qwen3.6 35B A3BAlibabaHow to run → Q4_K_M · 22.0 GB · 27.0 t/s | 27.0 tok/s | Q4_K_M · 22.0 GB | |
| 2 | Gemma 4 26B A4B ITGoogle Q4_K_M · 16.5 GB · 29.1 t/s | 29.1 tok/s | Q4_K_M · 16.5 GB | |
| 3 | Qwen3.5 4BAlibaba Q4_K_M · 3.4 GB · 26.9 t/s | 26.9 tok/s | Q4_K_M · 3.4 GB | |
| 4 | Gemma 3 4B ITGoogle Q4_K_M · 5.0 GB · 30.9 t/s | 30.9 tok/s | Q4_K_M · 5.0 GB | |
| 5 | MiniCPM V 4.7 35B A3BOpenBMB Q4_K_M · 22.1 GB · 31.4 t/s | 31.4 tok/s | Q4_K_M · 22.1 GB |
The Snapdragon X Elite Copilot+ PC is a 32 GB laptop with more memory than speed: it runs 35B MoE models well. The system keeps about 6 GB, leaving 26 GB for models. Prompt reading is its weak spot: a 4K-token prompt waits 14 s before the first word on Qwen3.6 35B A3B. Snapdragon X Elite (X1E-80-100), released 2024.
Snapdragon X Elite Copilot+ PC strengths and weaknesses
Strengths
- Runs 35B MoE models: Qwen3.6 35B A3B at 27.0 tok/s in 22 GB
Weaknesses
- 70B models don't fit: Llama 3.3 70B Instruct needs 51.3 GB at Q4 vs 26 GB usable here
- Slow on large dense models: Qwen3.8 27B at 5.0 tok/s
- Slow prompt reading: A 32K-token prompt on Qwen3.6 35B A3B waits 1.9 min for the first token
Memory for models
26 GB of 32 GB70B models need 51.3 GB at Q4, more than the 26 GB available.Or rent an A100 (80 GB) from $1.18/hr →
The same chip from other makers first, then machines and GPUs people weigh against it, each with the one reason it is worth a look. Speeds on Qwen3.6 35B A3B.
Output speed depends on memory bandwidth (135 GB/s). Grey rows need more than the 26 GB available.
- 9BQwen3.5 9B · Q4_K_M · 6.6 GB13.8tok/s
- 9.2tok/s
- 5.0tok/s
- 35B MoEQwen3.6 35B A3B · Q4_K_M · 22.0 GB27.0tok/s
- 70BLlama 3.3 70B Instruct · not at 4-bitneeds 51.3 GB
- 120B MoEGPT OSS 120B · not at 4-bitneeds 70.8 GB
Estimated speeds: Q4_K_M, 4K context, one user. How we estimate
Unified-memory platforms: writing vs compute
- M224 GB · 100 GB/s22.17
- Orin NX16 GB · 102.4 GB/s37.015
- M324 GB · 102.4 GB/s22.67
- Ryzen AI 9 HX 37032 GB · 120 GB/s20.712
- M432 GB · 120 GB/s23.59
- Snapdragon X Elite (X1E-80-100)32 GB · 135 GB/s27.09
Machines with about the same memory bandwidth write at about the same speed; compute decides how fast prompts are read. Speeds on Qwen3.6 35B A3B.
All 1158 models on the Snapdragon X Elite Copilot+ PC
Featured onlyBest quant that fits in 26 GB, ordered by llmrun Score. Fit grades how well it runs here, S best. How ranking works
| Model | Quant | VRAM | Speed | Context | Score | Fit |
|---|---|---|---|---|---|---|
| Q4_K_M | 21.5 GB | 46.7 t/s | 262K | A74, Runs well | ||
LLaDA2.0 MiniChatFunctions | Q4_K_M | 10.7 GB | 82.1 t/s | 33K | S88, Runs great | |
Opt 125MChat | FP16 | 0.3 GB | 313.4 t/s | 2K | S100, Runs great | |
Ornith 1.5 9B OBLITERATEDChatFunctions | Q4_K_M | 6.6 GB | 13.8 t/s | 262K | B53, Decent | |
Qwen3 0.6BChatFunctions | Q4_K_M | 1.7 GB | 100.9 t/s | 41K | S92, Runs great | |
Tiny Random Gpt2Chat | Q4_K_M | 0.0 GB | 8775.0 t/s | 1K | S100, Runs great | |
SmolVLM 256M InstructVision | Q4_K_M | 0.6 GB | 175.5 t/s | 8K | S99, Runs great | |
Kimi Linear Tiny RandomChatFunctions | BF16 | 0.3 GB | 281.2 t/s | — | S100, Runs great | |
| Q4_K_M | 0.3 GB | 292.5 t/s | 4K | S100, Runs great | ||
Qwen3 VL 32B InstructVisionFunctions | Q4_K_M | 23 GB | 4.2 t/s | 262K | C30, Usable | |
DiffuRefill 1BChat | BF16 | 2.6 GB | 33.8 t/s | 2K | A73, Runs well | |
| Q4_K_M | 1.5 GB | 77.7 t/s | 262K | S87, Runs great | ||
Phi 4ChatMathCode | Q4_K_M | 12.5 GB | 9.2 t/s | 16K | B47, Decent | |
| Q4_K_M | 0.3 GB | 292.5 t/s | 131K | S100, Runs great | ||
Archaea 74MChat | Q4_K_M | 0.3 GB | 250.7 t/s | 1K | S100, Runs great |
Specs
- Chip
- Snapdragon X Elite (X1E-80-100) · Qualcomm Adreno X1
- CPU cores
- 12
- Unified memory
- 32 GB LPDDR5X-8448
- For models
- 26 GB (The system keeps 6 GB)
- Memory bandwidth
- 135 GB/s
- FP16 (dense)
- 9.2 TFLOPS
- NPU
- Hexagon NPU (45 TOPS)
- Released
- 2024-06-18
Snapdragon X Elite Copilot+ PC FAQ
How much memory is available for AI on the Snapdragon X Elite Copilot+ PC?
About 26 GB of the 32 GB. The system keeps roughly 6 GB for itself and other apps.
What is the largest model the Snapdragon X Elite Copilot+ PC can run?
Qwen3.6 35B A3B (36.0B) is the largest at 4-bit or better: at Q4_K_M it uses 22.0 GB, 85% of the available memory, and runs at about 27.0 tok/s.
Can the Snapdragon X Elite Copilot+ PC run 70B models?
No. Llama 3.3 70B Instruct needs 51.3 GB at Q4, more than the 26 GB available.
How long does the Snapdragon X Elite Copilot+ PC take to read a long prompt?
On Qwen3.6 35B A3B, about 14 s for a 4K-token prompt and 1.9 min for a 32K-token document before the first word appears.
Is renting a GPU cheaper than buying the Snapdragon X Elite Copilot+ PC?
An RTX 5090 (32 GB) rents from $0.46/hr.