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Deterministic VRAM fit · not a benchmark

Find a GPU for your AI model

Choose a model, quantization and context size. The calculator returns GPUs that can hold the estimated memory entirely in VRAM, then maps those chips to real product SKUs and Amazon listings. This does not rank speed.

Assumptions used

Model
Gemma 2 27B Instruct
Quantization
Q4
Context
8K
Required VRAM
20.9 GB

20 canonical GPUs fit entirely in VRAM under these assumptions.

Lowest-cost full-VRAM option

Sorted by lowest current Amazon price among GPUs that fit entirely in VRAM. This is not a performance ranking.

NVIDIA

NVIDIA Quadro P6000 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
3 mapped · 2 Amazon-matched
Amazon
$646.96 current Amazon price

View GPU optionsCheck price on Amazon

AMD

AMD Radeon RX 7900 XTX 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
2 mapped · 2 Amazon-matched
Amazon
$1059.99 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA RTX 3090 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
18 mapped · 13 Amazon-matched
Amazon
$1347.22 current Amazon price

View GPU optionsCheck price on Amazon

AMD

AMD Radeon RX 7900 XT 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 1 Amazon-matched
Amazon
$1599.00 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA RTX 3090 Ti 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
5 mapped · 2 Amazon-matched
Amazon
$2210.00 current Amazon price

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NVIDIA

NVIDIA RTX 4090 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
17 mapped · 11 Amazon-matched
Amazon
$2579.99 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA RTX A5000 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
3 mapped · 1 Amazon-matched
Amazon
$2760.00 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA Quadro M6000 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 1 Amazon-matched
Amazon
$3498.02 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA RTX 5000 32 GB

GPU VRAM
32 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
28.8 GB
VRAM headroom
7.9 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
2 mapped · 1 Amazon-matched
Amazon
$4479.96 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA RTX 5090 32 GB

GPU VRAM
32 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
28.8 GB
VRAM headroom
7.9 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
8 mapped · 8 Amazon-matched
Amazon
$4799.99 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA RTX 6000 48 GB

GPU VRAM
48 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
43.2 GB
VRAM headroom
22.3 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 1 Amazon-matched
Amazon
$20888.00 current Amazon price

View GPU optionsCheck price on Amazon

More VRAM headroom

Sorted by leftover usable VRAM after the calculated requirement. Headroom is not tokens/sec.

NVIDIA

NVIDIA RTX 6000 48 GB

GPU VRAM
48 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
43.2 GB
VRAM headroom
22.3 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 1 Amazon-matched
Amazon
$20888.00 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA RTX 8000 48 GB

GPU VRAM
48 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
43.2 GB
VRAM headroom
22.3 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 0 Amazon-matched
Amazon
Check availability

View GPU options

NVIDIA

NVIDIA RTX A6000 48 GB

GPU VRAM
48 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
43.2 GB
VRAM headroom
22.3 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
2 mapped · 0 Amazon-matched
Amazon
Check availability

View GPU options

NVIDIA

NVIDIA Quadro GV100 32 GB

GPU VRAM
32 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
28.8 GB
VRAM headroom
7.9 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 0 Amazon-matched
Amazon
Check availability

View GPU options

NVIDIA

NVIDIA RTX 5000 32 GB

GPU VRAM
32 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
28.8 GB
VRAM headroom
7.9 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
2 mapped · 1 Amazon-matched
Amazon
$4479.96 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA RTX 5090 32 GB

GPU VRAM
32 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
28.8 GB
VRAM headroom
7.9 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
8 mapped · 8 Amazon-matched
Amazon
$4799.99 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA Tesla M10 32 GB

GPU VRAM
32 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
28.8 GB
VRAM headroom
7.9 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 0 Amazon-matched
Amazon
Check availability

View GPU options

AMD

AMD Radeon RX 7900 XT 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 1 Amazon-matched
Amazon
$1599.00 current Amazon price

View GPU optionsCheck price on Amazon

AMD

AMD Radeon RX 7900 XTX 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
2 mapped · 2 Amazon-matched
Amazon
$1059.99 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA Quadro M6000 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 1 Amazon-matched
Amazon
$3498.02 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA Quadro P6000 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
3 mapped · 2 Amazon-matched
Amazon
$646.96 current Amazon price

View GPU optionsCheck price on Amazon

NVIDIA

NVIDIA RTX 3090 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
18 mapped · 13 Amazon-matched
Amazon
$1347.22 current Amazon price

View GPU optionsCheck price on Amazon

Other compatible GPUs

NVIDIA

NVIDIA RTX 4500 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
2 mapped · 0 Amazon-matched
Amazon
Check availability

View GPU options

NVIDIA

NVIDIA RTX 6000 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
3 mapped · 0 Amazon-matched
Amazon
Check availability

View GPU options

NVIDIA

NVIDIA RTX A5500 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 0 Amazon-matched
Amazon
Check availability

View GPU options

NVIDIA

NVIDIA Tesla K80 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 0 Amazon-matched
Amazon
Check availability

View GPU options

NVIDIA

NVIDIA Tesla M40 24 GB

GPU VRAM
24 GB advertised
Required VRAM
20.9 GB
Usable GPU VRAM
21.6 GB
VRAM headroom
0.7 GB — leftover usable memory after the calculated requirement, not a speed ranking
Compatible
Yes — fits entirely in VRAM
Product SKUs
1 mapped · 0 Amazon-matched
Amazon
Check availability

View GPU options