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Rig score · laptop

Device readout 2026-11-01
Rig Score A tier
79%
32GB RAM Laptop (CPU/iGPU only) · 32 GB
runs 127 of 161 models · biggest Flint 40B-A2.5B
localmodel.run/rig

32GB RAM Laptop (CPU/iGPU only)

Runs 127 of 161 models (79%)

Excellent, runs up to ~32B comfortably.

Biggest it can run: Flint 40B-A2.5B

Grade
A
Runnable
127
Total
161
Coverage
79%

What 32GB RAM Laptop (CPU/iGPU only) can run

At 32 GB of system RAM, 32GB RAM Laptop (CPU/iGPU only) runs 127 of 161 tracked local models, 79% coverage that earns a A. The largest it handles is Flint 40B-A2.5B at 39.8B parameters; anything bigger needs more memory or a lower quantization.

With no discrete GPU, generation runs on the CPU and is bound by memory bandwidth. Models under about 8B stay responsive; larger ones load but generate slowly.

125 run well 2 tight fit 34 too big

Top models on 32GB RAM Laptop (CPU/iGPU only)

FAQ

What local AI rig score does 32GB RAM Laptop (CPU/iGPU only) get?

32GB RAM Laptop (CPU/iGPU only) scores A: it runs 127 of 161 tracked local LLMs (79%). The biggest it can run is Flint 40B-A2.5B.

How big a model can 32GB RAM Laptop (CPU/iGPU only) run?

32GB RAM Laptop (CPU/iGPU only) runs models up to Flint 40B-A2.5B (39.8B parameters) at Q4_K_M. Generation runs on the CPU, so smaller models stay the most responsive.

Is 32GB RAM Laptop (CPU/iGPU only) good for running local LLMs?

With no discrete GPU, generation runs on the CPU and is bound by memory bandwidth. Models under about 8B stay responsive; larger ones load but generate slowly.

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Score from coverage of 161 tracked models, estimated with our memory methodology.