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MacBook Neo A18 Pro 8GB vs RX 9070 XT 16GB for Local LLMs

The RX 9070 XT 16GB has about 967% more memory bandwidth (640 vs 60 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 967% faster on the RX 9070 XT 16GB. The RX 9070 XT 16GB fits more of the catalog at Q4/8K — 23 vs 11 of 67 models (16 vs 8 GB VRAM). Largest model that fits the RX 9070 XT 16GB but not the MacBook Neo A18 Pro 8GB: gemma-4-26B-A4B-it (25.2B). MSRP is $0 for the MacBook Neo A18 Pro 8GB vs $599 for the RX 9070 XT 16GB. MSRP is a launch list price, not live retail — Amazon prices move; click through for the current price. In the Q4/8K head-to-head below (36 shared models), the RX 9070 XT 16GB posts the higher tok/s in 36 rows vs 0. Methodology.

Spec comparison

MacBook Neo A18 Pro 8GBRX 9070 XT 16GB
VendorAppleAMD
VRAM8 GB16 GB
Memory typeLPDDR5XGDDR6
Memory bandwidth60 GB/s640 GB/s
TDP20 W304 W
MSRP (list)$0$599
BuySearch AmazonSearch Amazon · eBay · Newegg · B&H Photo

MSRP is the launch list price, not live retail. Buy links are Amazon affiliate links — the price after you click is the live price.

Q4 / 8K head-to-head — top 15 of 36 shared models

ModelParams (B)MacBook Neo A18 Pro 8GB tok/sMacBook Neo A18 Pro 8GB fitsRX 9070 XT 16GB tok/sRX 9070 XT 16GB fitsWinner
MiniCPM5-1B1.0870.0 est.Yes642.8 est.YesRX 9070 XT 16GB
Qwen3.5-2B2.037.8 est.Yes347.1 est.YesRX 9070 XT 16GB
Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF1630.03.5 est.No293.2 est.NoRX 9070 XT 16GB
Qwen3-30B-A3B-Instruct-250730.53.3 est.No274.2 est.NoRX 9070 XT 16GB
Qwen3.5-35B-A3B34.72.8 est.No229.3 est.NoRX 9070 XT 16GB
Ornith-1.0-35B35.02.7 est.No225.6 est.NoRX 9070 XT 16GB
Qwen3.6-35B-A3B36.02.6 est.No213.9 est.NoRX 9070 XT 16GB
GLM-4.7-Flash31.22.5 est.No212.3 est.NoRX 9070 XT 16GB
gpt-oss-20b21.55.7 est.No192.8 est.YesRX 9070 XT 16GB
gemma-4-26B-A4B-it25.23.9 est.No182.7 est.YesRX 9070 XT 16GB
Nanbeige4.2-3B4.019.2 est.Yes176.7 est.YesRX 9070 XT 16GB
Qwen3-4B-Instruct-25074.018.9 est.Yes173.5 est.YesRX 9070 XT 16GB
NVIDIA-Nemotron-3-Nano-4B-BF164.018.9 est.Yes173.5 est.YesRX 9070 XT 16GB
Qwen3-4B-Thinking-25074.018.9 est.Yes173.5 est.YesRX 9070 XT 16GB
gemma-4-E2B-it5.114.8 est.Yes136.1 est.YesRX 9070 XT 16GB

est. = bandwidth-based estimate; measured = curated real benchmark that overrides the estimate. Fits = weights + KV(8K) + 1 GB overhead ≤ 95% of VRAM.

Fit coverage at Q4 / 8K

MacBook Neo A18 Pro 8GBRX 9070 XT 16GB
Catalog models that fit11 of 6723 of 67
Largest exclusive fitgemma-4-26B-A4B-it (25.2B)

MacBook Neo A18 Pro 8GB details → · RX 9070 XT 16GB details →