Star1,464中文

Chip Performance per Dollar

302 head-to-head cost-per-million-tokens comparisons across DeepSeekv4 Pro 0813 1.6T, DeepSeek R1, Kimi K3 2.8T, Kimi K2.5/K2.6/K2.7-Code 1T, GLM 5/5.1, GLM 5.3 744B, MiniMax M3 428B, 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.

Models with AgentX data open long-context, multi-turn trace replay results. Models not yet covered by AgentX open the controlled 8K→1K workload. Each card identifies its scenario.

Chip latency + throughput comparisons Compare precisions (FP8 vs BF16 ...)Compare speculative decoding (MTP vs off)

DeepSeekv4 Pro 0813 1.6T

28 chip pairs with cost-per-token benchmark data on DeepSeekv4 Pro 0813 1.6T.

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

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 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

AMD vs AMD

CDNA 3 and CDNA 4 generation cost-per-token comparisons.

MI300X vs MI325X

CDNA 3 · CDNA 3

MI300X vs MI355X

CDNA 3 · CDNA 4

MI325X vs MI355X

CDNA 3 · CDNA 4

DeepSeek R1

36 chip 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.

MI300X vs MI325X

CDNA 3 · CDNA 3

MI300X vs MI355X

CDNA 3 · CDNA 4

MI325X vs MI355X

CDNA 3 · CDNA 4

Kimi K3 2.8T

15 chip pairs with cost-per-token benchmark data on Kimi K3 2.8T.

NVIDIA vs AMD

Cross-vendor cost-per-token comparisons across architecture generations.

B200 vs MI355X

Blackwell · CDNA 4

B300 vs MI355X

Blackwell · CDNA 4

GB200 NVL72 vs MI355X

Blackwell · CDNA 4

GB300 NVL72 vs MI355X

Blackwell · CDNA 4

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 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

Kimi K2.5/K2.6/K2.7-Code 1T

28 chip pairs with cost-per-token benchmark data on Kimi K2.5/K2.6/K2.7-Code 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

GB300 NVL72 vs MI300X

Blackwell · CDNA 3

GB300 NVL72 vs MI325X

Blackwell · CDNA 3

GB300 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.

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

AMD vs AMD

CDNA 3 and CDNA 4 generation cost-per-token comparisons.

MI300X vs MI325X

CDNA 3 · CDNA 3

MI300X vs MI355X

CDNA 3 · CDNA 4

MI325X vs MI355X

CDNA 3 · CDNA 4

GLM 5/5.1

21 chip pairs with cost-per-token benchmark data on GLM 5/5.1.

NVIDIA vs AMD

Cross-vendor cost-per-token comparisons across architecture generations.

B200 vs MI325X

Blackwell · CDNA 3

B200 vs MI355X

Blackwell · CDNA 4

B300 vs MI325X

Blackwell · CDNA 3

B300 vs MI355X

Blackwell · CDNA 4

GB200 NVL72 vs MI325X

Blackwell · CDNA 3

GB200 NVL72 vs MI355X

Blackwell · CDNA 4

GB300 NVL72 vs MI325X

Blackwell · CDNA 3

GB300 NVL72 vs MI355X

Blackwell · CDNA 4

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 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

AMD vs AMD

CDNA 3 and CDNA 4 generation cost-per-token comparisons.

MI325X vs MI355X

CDNA 3 · CDNA 4

GLM 5.3 744B

21 chip pairs with cost-per-token benchmark data on GLM 5.3 744B.

NVIDIA vs AMD

Cross-vendor cost-per-token comparisons across architecture generations.

B200 vs MI325X

Blackwell · CDNA 3

B200 vs MI355X

Blackwell · CDNA 4

B300 vs MI325X

Blackwell · CDNA 3

B300 vs MI355X

Blackwell · CDNA 4

GB200 NVL72 vs MI325X

Blackwell · CDNA 3

GB200 NVL72 vs MI355X

Blackwell · CDNA 4

GB300 NVL72 vs MI325X

Blackwell · CDNA 3

GB300 NVL72 vs MI355X

Blackwell · CDNA 4

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 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

AMD vs AMD

CDNA 3 and CDNA 4 generation cost-per-token comparisons.

MI325X vs MI355X

CDNA 3 · CDNA 4

MiniMax M3 428B

36 chip pairs with cost-per-token benchmark data on MiniMax M3 428B.

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.

MI300X vs MI325X

CDNA 3 · CDNA 3

MI300X vs MI355X

CDNA 3 · CDNA 4

MI325X vs MI355X

CDNA 3 · CDNA 4

MiniMax M2.5/M2.7

36 chip 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

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.

MI300X vs MI325X

CDNA 3 · CDNA 3

MI300X vs MI355X

CDNA 3 · CDNA 4

MI325X vs MI355X

CDNA 3 · CDNA 4

Qwen 3.5 397B-A17B

45 chip 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

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

MI300X vs RTX PRO 6000

CDNA 3 · Blackwell

MI325X vs RTX PRO 6000

CDNA 3 · Blackwell

MI355X vs RTX PRO 6000

CDNA 4 · Blackwell

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

B200 vs RTX PRO 6000

Blackwell · Blackwell

B300 vs GB200 NVL72

Blackwell · Blackwell

B300 vs GB300 NVL72

Blackwell · Blackwell

B300 vs H100

Blackwell · Hopper

B300 vs H200

Blackwell · Hopper

B300 vs RTX PRO 6000

Blackwell · Blackwell

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell

GB200 NVL72 vs H100

Blackwell · Hopper

GB200 NVL72 vs H200

Blackwell · Hopper

GB200 NVL72 vs RTX PRO 6000

Blackwell · Blackwell

GB300 NVL72 vs H100

Blackwell · Hopper

GB300 NVL72 vs H200

Blackwell · Hopper

GB300 NVL72 vs RTX PRO 6000

Blackwell · Blackwell

H100 vs H200

Hopper · Hopper

H100 vs RTX PRO 6000

Hopper · Blackwell

H200 vs RTX PRO 6000

Hopper · Blackwell

AMD vs AMD

CDNA 3 and CDNA 4 generation cost-per-token comparisons.

MI300X vs MI325X

CDNA 3 · CDNA 3

MI300X vs MI355X

CDNA 3 · CDNA 4

MI325X vs MI355X

CDNA 3 · CDNA 4

gpt-oss 120B

21 chip 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.

B200 vs GB200 NVL72

Blackwell · Blackwell

B200 vs H100

Blackwell · Hopper

B200 vs H200

Blackwell · Hopper

GB200 NVL72 vs H100

Blackwell · Hopper

GB200 NVL72 vs H200

Blackwell · Hopper

H100 vs H200

Hopper · Hopper

AMD vs AMD

CDNA 3 and CDNA 4 generation cost-per-token comparisons.

MI300X vs MI325X

CDNA 3 · CDNA 3

MI300X vs MI355X

CDNA 3 · CDNA 4

MI325X vs MI355X

CDNA 3 · CDNA 4

Llama 3.3 70B

15 chip pairs with cost-per-token benchmark data on Llama 3.3 70B.

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

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 H100

Blackwell · Hopper

B200 vs H200

Blackwell · Hopper

H100 vs H200

Hopper · Hopper

AMD vs AMD

CDNA 3 and CDNA 4 generation cost-per-token comparisons.

MI300X vs MI325X

CDNA 3 · CDNA 3

MI300X vs MI355X

CDNA 3 · CDNA 4

MI325X vs MI355X

CDNA 3 · CDNA 4