GPU Performance per Dollar
165 head-to-head cost-per-million-tokens comparisons across DeepSeek V4 Pro 1.6T, DeepSeek R1, Kimi K2.5/K2.6 1T, GLM 5/5.1, MiniMax M2.5/M2.7, Qwen 3.5 397B-A17B, gpt-oss 120B, and Llama 3.3 70B. Performance normalized by owning-hyperscaler TCO — each page renders the cost-per-token chart and an interpolated dollars-per-million comparison table so you can pick the cheaper SKU at any target interactivity level.
DeepSeek V4 Pro 1.6T
15 GPU pairs with cost-per-token benchmark data on DeepSeek V4 Pro 1.6T.
NVIDIA vs AMD
Cross-vendor cost-per-token comparisons across architecture generations.
NVIDIA vs NVIDIA
Hopper and Blackwell generation cost-per-token comparisons.
B200 vs B300
Blackwell · Blackwell
B200 vs GB200 NVL72
Blackwell · Blackwell
B200 vs GB300 NVL72
Blackwell · Blackwell
B200 vs H200
Blackwell · Hopper
B300 vs GB200 NVL72
Blackwell · Blackwell
B300 vs GB300 NVL72
Blackwell · Blackwell
B300 vs H200
Blackwell · Hopper
GB200 NVL72 vs GB300 NVL72
Blackwell · Blackwell
GB200 NVL72 vs H200
Blackwell · Hopper
GB300 NVL72 vs H200
Blackwell · Hopper
DeepSeek R1
36 GPU pairs with cost-per-token benchmark data on DeepSeek R1.
NVIDIA vs AMD
Cross-vendor cost-per-token comparisons across architecture generations.
B200 vs MI300X
Blackwell · CDNA 3
B200 vs MI325X
Blackwell · CDNA 3
B200 vs MI355X
Blackwell · CDNA 4
B300 vs MI300X
Blackwell · CDNA 3
B300 vs MI325X
Blackwell · CDNA 3
B300 vs MI355X
Blackwell · CDNA 4
GB200 NVL72 vs MI300X
Blackwell · CDNA 3
GB200 NVL72 vs MI325X
Blackwell · CDNA 3
GB200 NVL72 vs MI355X
Blackwell · CDNA 4
GB300 NVL72 vs MI300X
Blackwell · CDNA 3
GB300 NVL72 vs MI325X
Blackwell · CDNA 3
GB300 NVL72 vs MI355X
Blackwell · CDNA 4
H100 vs MI300X
Hopper · CDNA 3
H100 vs MI325X
Hopper · CDNA 3
H100 vs MI355X
Hopper · CDNA 4
H200 vs MI300X
Hopper · CDNA 3
H200 vs MI325X
Hopper · CDNA 3
H200 vs MI355X
Hopper · CDNA 4
NVIDIA vs NVIDIA
Hopper and Blackwell generation cost-per-token comparisons.
B200 vs B300
Blackwell · Blackwell
B200 vs GB200 NVL72
Blackwell · Blackwell
B200 vs GB300 NVL72
Blackwell · Blackwell
B200 vs H100
Blackwell · Hopper
B200 vs H200
Blackwell · Hopper
B300 vs GB200 NVL72
Blackwell · Blackwell
B300 vs GB300 NVL72
Blackwell · Blackwell
B300 vs H100
Blackwell · Hopper
B300 vs H200
Blackwell · Hopper
GB200 NVL72 vs GB300 NVL72
Blackwell · Blackwell
GB200 NVL72 vs H100
Blackwell · Hopper
GB200 NVL72 vs H200
Blackwell · Hopper
GB300 NVL72 vs H100
Blackwell · Hopper
GB300 NVL72 vs H200
Blackwell · Hopper
H100 vs H200
Hopper · Hopper
AMD vs AMD
CDNA 3 and CDNA 4 generation cost-per-token comparisons.
Kimi K2.5/K2.6 1T
21 GPU pairs with cost-per-token benchmark data on Kimi K2.5/K2.6 1T.
NVIDIA vs AMD
Cross-vendor cost-per-token comparisons across architecture generations.
B200 vs MI300X
Blackwell · CDNA 3
B200 vs MI325X
Blackwell · CDNA 3
B200 vs MI355X
Blackwell · CDNA 4
B300 vs MI300X
Blackwell · CDNA 3
B300 vs MI325X
Blackwell · CDNA 3
B300 vs MI355X
Blackwell · CDNA 4
GB200 NVL72 vs MI300X
Blackwell · CDNA 3
GB200 NVL72 vs MI325X
Blackwell · CDNA 3
GB200 NVL72 vs MI355X
Blackwell · CDNA 4
H200 vs MI300X
Hopper · CDNA 3
H200 vs MI325X
Hopper · CDNA 3
H200 vs MI355X
Hopper · CDNA 4
NVIDIA vs NVIDIA
Hopper and Blackwell generation cost-per-token comparisons.
AMD vs AMD
CDNA 3 and CDNA 4 generation cost-per-token comparisons.
GLM 5/5.1
15 GPU pairs with cost-per-token benchmark data on GLM 5/5.1.
NVIDIA vs AMD
Cross-vendor cost-per-token comparisons across architecture generations.
NVIDIA vs NVIDIA
Hopper and Blackwell generation cost-per-token comparisons.
AMD vs AMD
CDNA 3 and CDNA 4 generation cost-per-token comparisons.
MiniMax M2.5/M2.7
21 GPU pairs with cost-per-token benchmark data on MiniMax M2.5/M2.7.
NVIDIA vs AMD
Cross-vendor cost-per-token comparisons across architecture generations.
B200 vs MI300X
Blackwell · CDNA 3
B200 vs MI325X
Blackwell · CDNA 3
B200 vs MI355X
Blackwell · CDNA 4
B300 vs MI300X
Blackwell · CDNA 3
B300 vs MI325X
Blackwell · CDNA 3
B300 vs MI355X
Blackwell · CDNA 4
H100 vs MI300X
Hopper · CDNA 3
H100 vs MI325X
Hopper · CDNA 3
H100 vs MI355X
Hopper · CDNA 4
H200 vs MI300X
Hopper · CDNA 3
H200 vs MI325X
Hopper · CDNA 3
H200 vs MI355X
Hopper · CDNA 4
NVIDIA vs NVIDIA
Hopper and Blackwell generation cost-per-token comparisons.
AMD vs AMD
CDNA 3 and CDNA 4 generation cost-per-token comparisons.
Qwen 3.5 397B-A17B
21 GPU pairs with cost-per-token benchmark data on Qwen 3.5 397B-A17B.
NVIDIA vs AMD
Cross-vendor cost-per-token comparisons across architecture generations.
B200 vs MI300X
Blackwell · CDNA 3
B200 vs MI325X
Blackwell · CDNA 3
B200 vs MI355X
Blackwell · CDNA 4
B300 vs MI300X
Blackwell · CDNA 3
B300 vs MI325X
Blackwell · CDNA 3
B300 vs MI355X
Blackwell · CDNA 4
H100 vs MI300X
Hopper · CDNA 3
H100 vs MI325X
Hopper · CDNA 3
H100 vs MI355X
Hopper · CDNA 4
H200 vs MI300X
Hopper · CDNA 3
H200 vs MI325X
Hopper · CDNA 3
H200 vs MI355X
Hopper · CDNA 4
NVIDIA vs NVIDIA
Hopper and Blackwell generation cost-per-token comparisons.
AMD vs AMD
CDNA 3 and CDNA 4 generation cost-per-token comparisons.
gpt-oss 120B
21 GPU pairs with cost-per-token benchmark data on gpt-oss 120B.
NVIDIA vs AMD
Cross-vendor cost-per-token comparisons across architecture generations.
B200 vs MI300X
Blackwell · CDNA 3
B200 vs MI325X
Blackwell · CDNA 3
B200 vs MI355X
Blackwell · CDNA 4
GB200 NVL72 vs MI300X
Blackwell · CDNA 3
GB200 NVL72 vs MI325X
Blackwell · CDNA 3
GB200 NVL72 vs MI355X
Blackwell · CDNA 4
H100 vs MI300X
Hopper · CDNA 3
H100 vs MI325X
Hopper · CDNA 3
H100 vs MI355X
Hopper · CDNA 4
H200 vs MI300X
Hopper · CDNA 3
H200 vs MI325X
Hopper · CDNA 3
H200 vs MI355X
Hopper · CDNA 4
NVIDIA vs NVIDIA
Hopper and Blackwell generation cost-per-token comparisons.
AMD vs AMD
CDNA 3 and CDNA 4 generation cost-per-token comparisons.
Llama 3.3 70B
15 GPU pairs with cost-per-token benchmark data on Llama 3.3 70B.
NVIDIA vs AMD
Cross-vendor cost-per-token comparisons across architecture generations.
NVIDIA vs NVIDIA
Hopper and Blackwell generation cost-per-token comparisons.
AMD vs AMD
CDNA 3 and CDNA 4 generation cost-per-token comparisons.