Can I Run Granite 4.1 8B on NVIDIA GeForce RTX 4070 Super?

Written by Jakub Rusinowski · Last updated September 29, 2026

Yes. Granite 4.1 8B needs 6.8 GB at 8K context (4.8 GB weights + 2 GB KV cache/overhead) at Q4_K_M and the NVIDIA GeForce RTX 4070 Super has 12 GB, leaving about 5.2 GB of headroom, at roughly 72 tok/s (estimated) with room for up to 32K of context.

See what else this hardware can run →

The numbers

ModelGranite 4.1 8B
Parameters8B
QuantizationQ4_K_M
VRAM needed (8K context)6.8 GB
NVIDIA GeForce RTX 4070 Super VRAM12 GB
VerdictRuns
Max context32K
Estimated speed~72 tok/s

Granite 4.1 8B on the NVIDIA GeForce RTX 4070 Super: VRAM by quantization

QuantVRAM neededFits 12 GB?Max contextWhole PC
F1617.9 GB✗ No——
Q8_010.4 GB✓ Yes16K—
Q6_K8.5 GB✓ Yes32K—
Q5_K_M7.6 GB✓ Yes32K—
Q4_K_M6.8 GB✓ Yes32K—
Q3_K_M5.4 GB✓ Yes32K—
Q2_K4.6 GB✓ Yes32K—

Assumes an 8K-token context with an f16 KV cache, on an estimated architecture — this model publishes no config we can read. A longer window needs more; a quantized KV cache needs less. “Max context” is the largest window that still fits in 12 GB. Figures are estimates from parameter count, quantization and memory bandwidth — the analyzer lets you tune KV-cache quant and context.

Context costs VRAM too. At Q4_K_M on the NVIDIA GeForce RTX 4070 Super: 8K 6.8 GB · 32K 10.2 GB · 128K 23.9 GB ✗. Past 128K it no longer fits 12 GB — a q8_0 KV cache buys roughly half of that back, which the calculator will price for you.

What to do next

Nothing to change — run it at Q4_K_M. If you want more capability, check whether the next size up also fits.

No compatible GPU? Granite 4.1 8B on 16 GB of system RAM, CPU only: runs.

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Running Granite 4.1 8B on this card:

NVIDIA GeForce RTX 4070 Super 12GB
12 GB VRAM · 220 W board power
2026 prices are volatile — check the current listing.
Check price on Amazon

Buy vs. rent Granite 4.1 8B
Buy the GPU
~$599
NVIDIA GeForce RTX 4070 Super · MSRP
Rent by the hour
from $0.34/hr
RTX 4090 (24 GB) class

At 2 hrs/day, buying (~$599) beats renting at $0.34/hr after about 2.4 years.

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RunPod $0.34/hr
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Vast.ai $0.35/hr · typical low · varies
Rent on Vast.ai →

Cloud rates verified 2026-07 — estimates, and marketplace prices vary. Buying price is GPU MSRP only, not a full PC.

Other IBM Granite 4.1 sizes on the NVIDIA GeForce RTX 4070 Super

Granite 4.1 8B on nearby hardware

All IBM Granite 4.1 sizes on the NVIDIA GeForce RTX 4070 Super | Granite 4.1 8B model page | NVIDIA GeForce RTX 4070 Super GPU page | VRAM calculator | Check your hardware