LLMBOTTLENECK.COM
2,100 calculated pair pages / estimates, not benchmarks

Can I run this on that?

Pick a model and a device to see which formats fit, how fast each runs, and what to do when none does.

Ask about one pairing

1 · Pick a model
2 · Pick a device

Choose a model and a device first.

Answers at 8,192 tokens with the whole model in device memory.

What is and is not listed below

Pages are published for the 70 most downloaded models against 30 devices spread across the capacity range, rather than for every combination. Each device below shows its most-downloaded few; its own page lists every model that fits on it. Anything else is answered by the picker above and by the calculator, which can size 320 of the 327 catalogued models on all 135 devices. The others have no usable size source and their pages say so. Every figure here is calculated, not measured on the device.

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llmbottleneck
catalogue 2026-10-03models 327devices 135