MacBook Neo A18 Pro 8GB vs B200 192GB SXM for Local LLMs

The B200 192GB SXM has about 13233% more memory bandwidth (8,000 vs 60 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 13233% faster on the B200 192GB SXM. The B200 192GB SXM fits more of the catalog at Q4/8K — 56 vs 11 of 67 models (192 vs 8 GB VRAM). Largest model that fits the B200 192GB SXM but not the MacBook Neo A18 Pro 8GB: MiMo-V2.5 (310.0B). MSRP is $0 for the MacBook Neo A18 Pro 8GB vs $40,000 for the B200 192GB SXM. MSRP is a launch list price, not live retail — Amazon prices move; click through for the current price. Not retail-shoppable: B200 192GB SXM (datacenter-class; cloud rental is the realistic way to use it). In the Q4/8K head-to-head below (36 shared models), the B200 192GB SXM posts the higher tok/s in 36 rows vs 0. Methodology.

Spec comparison

	MacBook Neo A18 Pro 8GB	B200 192GB SXM
Vendor	Apple	NVIDIA
VRAM	8 GB	192 GB
Memory type	LPDDR5X	HBM3e
Memory bandwidth	60 GB/s	8,000 GB/s
TDP	20 W	1000 W
MSRP (list)	$0	$40,000
Buy	Search Amazon	—

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

Model	Params (B)	MacBook Neo A18 Pro 8GB tok/s	MacBook Neo A18 Pro 8GB fits	B200 192GB SXM tok/s	B200 192GB SXM fits	Winner
MiniCPM5-1B	1.08	70.0 est.	Yes	5000 est.	Yes	B200 192GB SXM
Qwen3.5-2B	2.0	37.8 est.	Yes	3758.6 est.	Yes	B200 192GB SXM
Qwen3.6-35B-A3B	36.0	2.6 est.	No	2505.7 est.	Yes	B200 192GB SXM
Qwen3.5-35B-A3B	34.7	2.8 est.	No	2505.7 est.	Yes	B200 192GB SXM
GLM-4.7-Flash	31.2	2.5 est.	No	2505.7 est.	Yes	B200 192GB SXM
Qwen3-30B-A3B-Instruct-2507	30.5	3.3 est.	No	2505.7 est.	Yes	B200 192GB SXM
Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16	30.0	3.5 est.	No	2505.7 est.	Yes	B200 192GB SXM
Ornith-1.0-35B	35.0	2.7 est.	No	2505.7 est.	Yes	B200 192GB SXM
Llama-3.2-3B-Instruct	3.2	23.6 est.	Yes	2349.1 est.	Yes	B200 192GB SXM
gpt-oss-20b	21.5	5.7 est.	No	2088.1 est.	Yes	B200 192GB SXM
gemma-4-26B-A4B-it	25.2	3.9 est.	No	1978.2 est.	Yes	B200 192GB SXM
Nanbeige4.2-3B	4.0	19.2 est.	Yes	1913.5 est.	Yes	B200 192GB SXM
Qwen3-4B-Instruct-2507	4.0	18.9 est.	Yes	1879.3 est.	Yes	B200 192GB SXM
NVIDIA-Nemotron-3-Nano-4B-BF16	4.0	18.9 est.	Yes	1879.3 est.	Yes	B200 192GB SXM
Qwen3-4B-Thinking-2507	4.0	18.9 est.	Yes	1879.3 est.	Yes	B200 192GB SXM

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 8GB	B200 192GB SXM
Catalog models that fit	11 of 67	56 of 67
Largest exclusive fit	—	MiMo-V2.5 (310.0B)

MacBook Neo A18 Pro 8GB details → · B200 192GB SXM details →