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MacBook Pro M1 Max 32GB vs RTX 4070 Ti 12GB for Local LLMs

The RTX 4070 Ti 12GB has about 38% more memory bandwidth (554 vs 400 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 38% faster on the RTX 4070 Ti 12GB. The MacBook Pro M1 Max 32GB fits more of the catalog at Q4/8K — 39 vs 18 of 69 models (32 vs 12 GB VRAM). Largest model that fits the MacBook Pro M1 Max 32GB but not the RTX 4070 Ti 12GB: Qwen3.6-35B-A3B (36.0B). MSRP is $3,299 for the MacBook Pro M1 Max 32GB vs $799 for the RTX 4070 Ti 12GB. 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 (41 shared models), the RTX 4070 Ti 12GB posts the higher tok/s in 35 rows vs 6. Methodology.

Spec comparison

MacBook Pro M1 Max 32GBRTX 4070 Ti 12GB
VendorAppleNVIDIA
VRAM32 GB12 GB
Memory typeLPDDR5GDDR6X
Memory bandwidth400 GB/s554 GB/s
TDP120 W285 W
MSRP (list)$3,299$799
BuySearch Amazon (affiliate)Search Amazon (affiliate)

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 41 shared models

ModelParams (B)MacBook Pro M1 Max 32GB tok/sMacBook Pro M1 Max 32GB fitsRTX 4070 Ti 12GB tok/sRTX 4070 Ti 12GB fitsWinner
MiniCPM5-1B1.08235.7 est.Yes326.4 est.YesRTX 4070 Ti 12GB
Qwen3.5-2B2.0127.3 est.Yes176.3 est.YesRTX 4070 Ti 12GB
gpt-oss-20b21.570.7 est.Yes163.1 measuredNoRTX 4070 Ti 12GB
Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF1630.084.8 est.Yes156.7 est.NoRTX 4070 Ti 12GB
gemma-4-26B-A4B-it25.267.0 est.Yes155.8 est.NoRTX 4070 Ti 12GB
DeepSeek-R1-0528-Qwen3-8B-layer-mix-bpw-3.8-mlx2.3110.7 est.Yes153.3 est.YesRTX 4070 Ti 12GB
Qwen3-30B-A3B-Instruct-250730.584.8 est.Yes142.5 est.NoRTX 4070 Ti 12GB
GLM-4.7-Flash31.284.8 est.Yes136.8 est.NoRTX 4070 Ti 12GB
Qwen3-Coder-Next79.7122.9 est.No23.9 est.NoMacBook Pro M1 Max 32GB
Qwen3.5-35B-A3B34.784.8 est.Yes118.5 est.NoRTX 4070 Ti 12GB
Qwen3-Next-80B-A3B-Instruct81.3118.2 est.No23.0 est.NoMacBook Pro M1 Max 32GB
qwen35b-a3b-fable-sft-abliterated34.784.8 est.Yes112.5 est.NoRTX 4070 Ti 12GB
Ornith-1.0-35B35.084.8 est.Yes110.8 est.NoRTX 4070 Ti 12GB
Qwen3.6-35B-A3B36.084.8 est.Yes110.4 est.NoRTX 4070 Ti 12GB
Llama-3.2-3B-Instruct3.279.5 est.Yes110.2 est.YesRTX 4070 Ti 12GB

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 Pro M1 Max 32GBRTX 4070 Ti 12GB
Catalog models that fit39 of 6918 of 69
Largest exclusive fitQwen3.6-35B-A3B (36.0B)—

MacBook Pro M1 Max 32GB details → · RTX 4070 Ti 12GB details →