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Official results

Compare realistic agentic inference performance

Long-context, multi-turn inference performance on Google TPUv7 Ironwood, OpenAI Jalapeño, MI355X, GB300 NVL72, GB200 NVL72, B200, H200, H100 and RTX Pro. TPUv8i, SambaNova SN50, Rubin NVL72 and MI455X UALoE72 are next.

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Kimi K3.1 Pro2.8T parameters · AgentXView resultsDeepSeek V4.1 Flash552B parameters · AgentXView resultsMuse Spark 1.3/Open816B parameters · AgentXView resultsKimi K32.8T parameters · AgentXView resultsDeepSeek V4 Pro 08131.6T parameters · AgentXView resultsGLM 5.3744B parameters · AgentXView resultsMiniMax M3428B parameters · AgentXView resultsQwen 3.5 397B-A17BAgentXView resultsQwen 3.8 Flash Next 176B-A6BAgentXView results
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AgentX and 8K/1K results

550 head-to-head inference benchmark comparisons across Muse Spark 1.3/Open 816B, DeepSeek V4 Pro 0813 1.6T, DeepSeek V4.1 Flash 552B, DeepSeek R1, Kimi K3.1 Pro 2.8T, 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 M3.1 Flash 428B, MiniMax M2.5/M2.7, Qwen 3.8 Flash Next 176B-A6B, Qwen 3.5 397B-A17B, gpt-oss 120B, and Llama 3.3 70B. 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 pair lists its scenario.

Compare chip performance per dollarCompare precisions (FP4, FP8, BF16)Compare speculative decoding (MTP vs off)

Muse Spark 1.3/Open 816B

28 chip pairs with benchmark data on Muse Spark 1.3/Open 816B

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI355X

Blackwell · CDNA 4 · AgentX

B200 vs TPU7x

Blackwell · Ironwood · AgentX

B300 vs MI355X

Blackwell · CDNA 4 · AgentX

B300 vs TPU7x

Blackwell · Ironwood · AgentX

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB200 NVL72 vs TPU7x

Blackwell · Ironwood · AgentX

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB300 NVL72 vs TPU7x

Blackwell · Ironwood · AgentX

H200 vs MI355X

Hopper · CDNA 4 · AgentX

H200 vs TPU7x

Hopper · Ironwood · AgentX

MI355X vs TPU7x

CDNA 4 · Ironwood · AgentX

MI355X vs Vera Rubin NVL72

CDNA 4 · Vera Rubin · AgentX

TPU7x vs Vera Rubin NVL72

Ironwood · Vera Rubin · AgentX

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · AgentX

B200 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B200 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B200 vs H200

Blackwell · Hopper · AgentX

B200 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

B300 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B300 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B300 vs H200

Blackwell · Hopper · AgentX

B300 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · AgentX

GB200 NVL72 vs H200

Blackwell · Hopper · AgentX

GB200 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB300 NVL72 vs H200

Blackwell · Hopper · AgentX

GB300 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

H200 vs Vera Rubin NVL72

Hopper · Vera Rubin · AgentX

DeepSeek V4 Pro 0813 1.6T

36 chip pairs with benchmark data on DeepSeek V4 Pro 0813 1.6T

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI300X

Blackwell · CDNA 3 · AgentX

B200 vs MI325X

Blackwell · CDNA 3 · AgentX

B200 vs MI355X

Blackwell · CDNA 4 · AgentX

B300 vs MI300X

Blackwell · CDNA 3 · AgentX

B300 vs MI325X

Blackwell · CDNA 3 · AgentX

B300 vs MI355X

Blackwell · CDNA 4 · AgentX

GB200 NVL72 vs MI300X

Blackwell · CDNA 3 · AgentX

GB200 NVL72 vs MI325X

Blackwell · CDNA 3 · AgentX

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB300 NVL72 vs MI300X

Blackwell · CDNA 3 · AgentX

GB300 NVL72 vs MI325X

Blackwell · CDNA 3 · AgentX

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

H200 vs MI300X

Hopper · CDNA 3 · AgentX

H200 vs MI325X

Hopper · CDNA 3 · AgentX

H200 vs MI355X

Hopper · CDNA 4 · AgentX

MI300X vs Vera Rubin NVL72

CDNA 3 · Vera Rubin · AgentX

MI325X vs Vera Rubin NVL72

CDNA 3 · Vera Rubin · AgentX

MI355X vs Vera Rubin NVL72

CDNA 4 · Vera Rubin · AgentX

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · AgentX

B200 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B200 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B200 vs H200

Blackwell · Hopper · AgentX

B200 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

B300 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B300 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B300 vs H200

Blackwell · Hopper · AgentX

B300 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · AgentX

GB200 NVL72 vs H200

Blackwell · Hopper · AgentX

GB200 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB300 NVL72 vs H200

Blackwell · Hopper · AgentX

GB300 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

H200 vs Vera Rubin NVL72

Hopper · Vera Rubin · AgentX

AMD vs AMD

CDNA 3 and CDNA 4 generation comparisons

MI300X vs MI325X

CDNA 3 · CDNA 3 · AgentX

MI300X vs MI355X

CDNA 3 · CDNA 4 · AgentX

MI325X vs MI355X

CDNA 3 · CDNA 4 · AgentX

DeepSeek V4.1 Flash 552B

36 chip pairs with benchmark data on DeepSeek V4.1 Flash 552B

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI300X

Blackwell · CDNA 3 · AgentX

B200 vs MI325X

Blackwell · CDNA 3 · AgentX

B200 vs MI355X

Blackwell · CDNA 4 · AgentX

B300 vs MI300X

Blackwell · CDNA 3 · AgentX

B300 vs MI325X

Blackwell · CDNA 3 · AgentX

B300 vs MI355X

Blackwell · CDNA 4 · AgentX

GB200 NVL72 vs MI300X

Blackwell · CDNA 3 · AgentX

GB200 NVL72 vs MI325X

Blackwell · CDNA 3 · AgentX

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB300 NVL72 vs MI300X

Blackwell · CDNA 3 · AgentX

GB300 NVL72 vs MI325X

Blackwell · CDNA 3 · AgentX

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

H100 vs MI300X

Hopper · CDNA 3 · AgentX

H100 vs MI325X

Hopper · CDNA 3 · AgentX

H100 vs MI355X

Hopper · CDNA 4 · AgentX

H200 vs MI300X

Hopper · CDNA 3 · AgentX

H200 vs MI325X

Hopper · CDNA 3 · AgentX

H200 vs MI355X

Hopper · CDNA 4 · AgentX

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · AgentX

B200 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B200 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B200 vs H100

Blackwell · Hopper · AgentX

B200 vs H200

Blackwell · Hopper · AgentX

B300 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B300 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B300 vs H100

Blackwell · Hopper · AgentX

B300 vs H200

Blackwell · Hopper · AgentX

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · AgentX

GB200 NVL72 vs H100

Blackwell · Hopper · AgentX

GB200 NVL72 vs H200

Blackwell · Hopper · AgentX

GB300 NVL72 vs H100

Blackwell · Hopper · AgentX

GB300 NVL72 vs H200

Blackwell · Hopper · AgentX

H100 vs H200

Hopper · Hopper · AgentX

AMD vs AMD

CDNA 3 and CDNA 4 generation comparisons

MI300X vs MI325X

CDNA 3 · CDNA 3 · AgentX

MI300X vs MI355X

CDNA 3 · CDNA 4 · AgentX

MI325X vs MI355X

CDNA 3 · CDNA 4 · AgentX

DeepSeek R1

55 chip pairs with benchmark data on DeepSeek R1

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs Jalapeño

Blackwell · Jalapeño · 8K/1K

B200 vs MI300X

Blackwell · CDNA 3 · 8K/1K

B200 vs MI325X

Blackwell · CDNA 3 · 8K/1K

B200 vs MI355X

Blackwell · CDNA 4 · 8K/1K

B300 vs Jalapeño

Blackwell · Jalapeño · 8K/1K

B300 vs MI300X

Blackwell · CDNA 3 · 8K/1K

B300 vs MI325X

Blackwell · CDNA 3 · 8K/1K

B300 vs MI355X

Blackwell · CDNA 4 · 8K/1K

GB200 NVL72 vs Jalapeño

Blackwell · Jalapeño · 8K/1K

GB200 NVL72 vs MI300X

Blackwell · CDNA 3 · 8K/1K

GB200 NVL72 vs MI325X

Blackwell · CDNA 3 · 8K/1K

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · 8K/1K

GB300 NVL72 vs Jalapeño

Blackwell · Jalapeño · 8K/1K

GB300 NVL72 vs MI300X

Blackwell · CDNA 3 · 8K/1K

GB300 NVL72 vs MI325X

Blackwell · CDNA 3 · 8K/1K

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · 8K/1K

H100 vs Jalapeño

Hopper · Jalapeño · 8K/1K

H100 vs MI300X

Hopper · CDNA 3 · 8K/1K

H100 vs MI325X

Hopper · CDNA 3 · 8K/1K

H100 vs MI355X

Hopper · CDNA 4 · 8K/1K

H200 vs Jalapeño

Hopper · Jalapeño · 8K/1K

H200 vs MI300X

Hopper · CDNA 3 · 8K/1K

H200 vs MI325X

Hopper · CDNA 3 · 8K/1K

H200 vs MI355X

Hopper · CDNA 4 · 8K/1K

Jalapeño vs MI300X

Jalapeño · CDNA 3 · 8K/1K

Jalapeño vs MI325X

Jalapeño · CDNA 3 · 8K/1K

Jalapeño vs MI355X

Jalapeño · CDNA 4 · 8K/1K

Jalapeño vs Vera Rubin NVL72

Jalapeño · Vera Rubin · 8K/1K

MI300X vs Vera Rubin NVL72

CDNA 3 · Vera Rubin · 8K/1K

MI325X vs Vera Rubin NVL72

CDNA 3 · Vera Rubin · 8K/1K

MI355X vs Vera Rubin NVL72

CDNA 4 · Vera Rubin · 8K/1K

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · 8K/1K

B200 vs GB200 NVL72

Blackwell · Blackwell · 8K/1K

B200 vs GB300 NVL72

Blackwell · Blackwell · 8K/1K

B200 vs H100

Blackwell · Hopper · 8K/1K

B200 vs H200

Blackwell · Hopper · 8K/1K

B200 vs Vera Rubin NVL72

Blackwell · Vera Rubin · 8K/1K

B300 vs GB200 NVL72

Blackwell · Blackwell · 8K/1K

B300 vs GB300 NVL72

Blackwell · Blackwell · 8K/1K

B300 vs H100

Blackwell · Hopper · 8K/1K

B300 vs H200

Blackwell · Hopper · 8K/1K

B300 vs Vera Rubin NVL72

Blackwell · Vera Rubin · 8K/1K

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · 8K/1K

GB200 NVL72 vs H100

Blackwell · Hopper · 8K/1K

GB200 NVL72 vs H200

Blackwell · Hopper · 8K/1K

GB200 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · 8K/1K

GB300 NVL72 vs H100

Blackwell · Hopper · 8K/1K

GB300 NVL72 vs H200

Blackwell · Hopper · 8K/1K

GB300 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · 8K/1K

H100 vs H200

Hopper · Hopper · 8K/1K

H100 vs Vera Rubin NVL72

Hopper · Vera Rubin · 8K/1K

H200 vs Vera Rubin NVL72

Hopper · Vera Rubin · 8K/1K

AMD vs AMD

CDNA 3 and CDNA 4 generation comparisons

MI300X vs MI325X

CDNA 3 · CDNA 3 · 8K/1K

MI300X vs MI355X

CDNA 3 · CDNA 4 · 8K/1K

MI325X vs MI355X

CDNA 3 · CDNA 4 · 8K/1K

Kimi K3.1 Pro 2.8T

10 chip pairs with benchmark data on Kimi K3.1 Pro 2.8T

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI355X

Blackwell · CDNA 4 · AgentX

B300 vs MI355X

Blackwell · CDNA 4 · AgentX

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · AgentX

B200 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B200 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B300 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B300 vs GB300 NVL72

Blackwell · Blackwell · AgentX

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · AgentX

Kimi K3 2.8T

28 chip pairs with benchmark data on Kimi K3 2.8T

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI355X

Blackwell · CDNA 4 · AgentX

B200 vs TPU7x

Blackwell · Ironwood · AgentX

B300 vs MI355X

Blackwell · CDNA 4 · AgentX

B300 vs TPU7x

Blackwell · Ironwood · AgentX

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB200 NVL72 vs TPU7x

Blackwell · Ironwood · AgentX

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB300 NVL72 vs TPU7x

Blackwell · Ironwood · AgentX

H200 vs MI355X

Hopper · CDNA 4 · AgentX

H200 vs TPU7x

Hopper · Ironwood · AgentX

MI355X vs TPU7x

CDNA 4 · Ironwood · AgentX

MI355X vs Vera Rubin NVL72

CDNA 4 · Vera Rubin · AgentX

TPU7x vs Vera Rubin NVL72

Ironwood · Vera Rubin · AgentX

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · AgentX

B200 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B200 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B200 vs H200

Blackwell · Hopper · AgentX

B200 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

B300 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B300 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B300 vs H200

Blackwell · Hopper · AgentX

B300 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · AgentX

GB200 NVL72 vs H200

Blackwell · Hopper · AgentX

GB200 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB300 NVL72 vs H200

Blackwell · Hopper · AgentX

GB300 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

H200 vs Vera Rubin NVL72

Hopper · Vera Rubin · AgentX

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

36 chip pairs with benchmark data on Kimi K2.5/K2.6/K2.7-Code 1T

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs Jalapeño

Blackwell · Jalapeño · 8K/1K

B200 vs MI300X

Blackwell · CDNA 3 · 8K/1K

B200 vs MI325X

Blackwell · CDNA 3 · 8K/1K

B200 vs MI355X

Blackwell · CDNA 4 · 8K/1K

B300 vs Jalapeño

Blackwell · Jalapeño · 8K/1K

B300 vs MI300X

Blackwell · CDNA 3 · 8K/1K

B300 vs MI325X

Blackwell · CDNA 3 · 8K/1K

B300 vs MI355X

Blackwell · CDNA 4 · 8K/1K

GB200 NVL72 vs Jalapeño

Blackwell · Jalapeño · 8K/1K

GB200 NVL72 vs MI300X

Blackwell · CDNA 3 · 8K/1K

GB200 NVL72 vs MI325X

Blackwell · CDNA 3 · 8K/1K

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · 8K/1K

GB300 NVL72 vs Jalapeño

Blackwell · Jalapeño · 8K/1K

GB300 NVL72 vs MI300X

Blackwell · CDNA 3 · 8K/1K

GB300 NVL72 vs MI325X

Blackwell · CDNA 3 · 8K/1K

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · 8K/1K

H200 vs Jalapeño

Hopper · Jalapeño · 8K/1K

H200 vs MI300X

Hopper · CDNA 3 · 8K/1K

H200 vs MI325X

Hopper · CDNA 3 · 8K/1K

H200 vs MI355X

Hopper · CDNA 4 · 8K/1K

Jalapeño vs MI300X

Jalapeño · CDNA 3 · 8K/1K

Jalapeño vs MI325X

Jalapeño · CDNA 3 · 8K/1K

Jalapeño vs MI355X

Jalapeño · CDNA 4 · 8K/1K

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · 8K/1K

B200 vs GB200 NVL72

Blackwell · Blackwell · 8K/1K

B200 vs GB300 NVL72

Blackwell · Blackwell · 8K/1K

B200 vs H200

Blackwell · Hopper · 8K/1K

B300 vs GB200 NVL72

Blackwell · Blackwell · 8K/1K

B300 vs GB300 NVL72

Blackwell · Blackwell · 8K/1K

B300 vs H200

Blackwell · Hopper · 8K/1K

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · 8K/1K

GB200 NVL72 vs H200

Blackwell · Hopper · 8K/1K

GB300 NVL72 vs H200

Blackwell · Hopper · 8K/1K

AMD vs AMD

CDNA 3 and CDNA 4 generation comparisons

MI300X vs MI325X

CDNA 3 · CDNA 3 · 8K/1K

MI300X vs MI355X

CDNA 3 · CDNA 4 · 8K/1K

MI325X vs MI355X

CDNA 3 · CDNA 4 · 8K/1K

GLM 5/5.1

21 chip pairs with benchmark data on GLM 5/5.1

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI325X

Blackwell · CDNA 3 · 8K/1K

B200 vs MI355X

Blackwell · CDNA 4 · 8K/1K

B300 vs MI325X

Blackwell · CDNA 3 · 8K/1K

B300 vs MI355X

Blackwell · CDNA 4 · 8K/1K

GB200 NVL72 vs MI325X

Blackwell · CDNA 3 · 8K/1K

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · 8K/1K

GB300 NVL72 vs MI325X

Blackwell · CDNA 3 · 8K/1K

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · 8K/1K

H200 vs MI325X

Hopper · CDNA 3 · 8K/1K

H200 vs MI355X

Hopper · CDNA 4 · 8K/1K

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · 8K/1K

B200 vs GB200 NVL72

Blackwell · Blackwell · 8K/1K

B200 vs GB300 NVL72

Blackwell · Blackwell · 8K/1K

B200 vs H200

Blackwell · Hopper · 8K/1K

B300 vs GB200 NVL72

Blackwell · Blackwell · 8K/1K

B300 vs GB300 NVL72

Blackwell · Blackwell · 8K/1K

B300 vs H200

Blackwell · Hopper · 8K/1K

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · 8K/1K

GB200 NVL72 vs H200

Blackwell · Hopper · 8K/1K

GB300 NVL72 vs H200

Blackwell · Hopper · 8K/1K

AMD vs AMD

CDNA 3 and CDNA 4 generation comparisons

MI325X vs MI355X

CDNA 3 · CDNA 4 · 8K/1K

GLM 5.3 744B

36 chip pairs with benchmark data on GLM 5.3 744B

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI325X

Blackwell · CDNA 3 · AgentX

B200 vs MI355X

Blackwell · CDNA 4 · AgentX

B200 vs TPU7x

Blackwell · Ironwood · AgentX

B300 vs MI325X

Blackwell · CDNA 3 · AgentX

B300 vs MI355X

Blackwell · CDNA 4 · AgentX

B300 vs TPU7x

Blackwell · Ironwood · AgentX

GB200 NVL72 vs MI325X

Blackwell · CDNA 3 · AgentX

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB200 NVL72 vs TPU7x

Blackwell · Ironwood · AgentX

GB300 NVL72 vs MI325X

Blackwell · CDNA 3 · AgentX

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB300 NVL72 vs TPU7x

Blackwell · Ironwood · AgentX

H200 vs MI325X

Hopper · CDNA 3 · AgentX

H200 vs MI355X

Hopper · CDNA 4 · AgentX

H200 vs TPU7x

Hopper · Ironwood · AgentX

MI325X vs TPU7x

CDNA 3 · Ironwood · AgentX

MI325X vs Vera Rubin NVL72

CDNA 3 · Vera Rubin · AgentX

MI355X vs TPU7x

CDNA 4 · Ironwood · AgentX

MI355X vs Vera Rubin NVL72

CDNA 4 · Vera Rubin · AgentX

TPU7x vs Vera Rubin NVL72

Ironwood · Vera Rubin · AgentX

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · AgentX

B200 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B200 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B200 vs H200

Blackwell · Hopper · AgentX

B200 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

B300 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B300 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B300 vs H200

Blackwell · Hopper · AgentX

B300 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · AgentX

GB200 NVL72 vs H200

Blackwell · Hopper · AgentX

GB200 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB300 NVL72 vs H200

Blackwell · Hopper · AgentX

GB300 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

H200 vs Vera Rubin NVL72

Hopper · Vera Rubin · AgentX

AMD vs AMD

CDNA 3 and CDNA 4 generation comparisons

MI325X vs MI355X

CDNA 3 · CDNA 4 · AgentX

MiniMax M3 428B

45 chip pairs with benchmark data on MiniMax M3 428B

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI300X

Blackwell · CDNA 3 · AgentX

B200 vs MI325X

Blackwell · CDNA 3 · AgentX

B200 vs MI355X

Blackwell · CDNA 4 · AgentX

B300 vs MI300X

Blackwell · CDNA 3 · AgentX

B300 vs MI325X

Blackwell · CDNA 3 · AgentX

B300 vs MI355X

Blackwell · CDNA 4 · AgentX

GB200 NVL72 vs MI300X

Blackwell · CDNA 3 · AgentX

GB200 NVL72 vs MI325X

Blackwell · CDNA 3 · AgentX

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB300 NVL72 vs MI300X

Blackwell · CDNA 3 · AgentX

GB300 NVL72 vs MI325X

Blackwell · CDNA 3 · AgentX

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

H100 vs MI300X

Hopper · CDNA 3 · AgentX

H100 vs MI325X

Hopper · CDNA 3 · AgentX

H100 vs MI355X

Hopper · CDNA 4 · AgentX

H200 vs MI300X

Hopper · CDNA 3 · AgentX

H200 vs MI325X

Hopper · CDNA 3 · AgentX

H200 vs MI355X

Hopper · CDNA 4 · AgentX

MI300X vs Vera Rubin NVL72

CDNA 3 · Vera Rubin · AgentX

MI325X vs Vera Rubin NVL72

CDNA 3 · Vera Rubin · AgentX

MI355X vs Vera Rubin NVL72

CDNA 4 · Vera Rubin · AgentX

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · AgentX

B200 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B200 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B200 vs H100

Blackwell · Hopper · AgentX

B200 vs H200

Blackwell · Hopper · AgentX

B200 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

B300 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B300 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B300 vs H100

Blackwell · Hopper · AgentX

B300 vs H200

Blackwell · Hopper · AgentX

B300 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · AgentX

GB200 NVL72 vs H100

Blackwell · Hopper · AgentX

GB200 NVL72 vs H200

Blackwell · Hopper · AgentX

GB200 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB300 NVL72 vs H100

Blackwell · Hopper · AgentX

GB300 NVL72 vs H200

Blackwell · Hopper · AgentX

GB300 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

H100 vs H200

Hopper · Hopper · AgentX

H100 vs Vera Rubin NVL72

Hopper · Vera Rubin · AgentX

H200 vs Vera Rubin NVL72

Hopper · Vera Rubin · AgentX

AMD vs AMD

CDNA 3 and CDNA 4 generation comparisons

MI300X vs MI325X

CDNA 3 · CDNA 3 · AgentX

MI300X vs MI355X

CDNA 3 · CDNA 4 · AgentX

MI325X vs MI355X

CDNA 3 · CDNA 4 · AgentX

MiniMax M3.1 Flash 428B

28 chip pairs with benchmark data on MiniMax M3.1 Flash 428B

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI355X

Blackwell · CDNA 4 · AgentX

B300 vs MI355X

Blackwell · CDNA 4 · AgentX

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

H100 vs MI355X

Hopper · CDNA 4 · AgentX

H200 vs MI355X

Hopper · CDNA 4 · AgentX

MI355X vs Vera Rubin NVL72

CDNA 4 · Vera Rubin · AgentX

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · AgentX

B200 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B200 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B200 vs H100

Blackwell · Hopper · AgentX

B200 vs H200

Blackwell · Hopper · AgentX

B200 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

B300 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B300 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B300 vs H100

Blackwell · Hopper · AgentX

B300 vs H200

Blackwell · Hopper · AgentX

B300 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · AgentX

GB200 NVL72 vs H100

Blackwell · Hopper · AgentX

GB200 NVL72 vs H200

Blackwell · Hopper · AgentX

GB200 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB300 NVL72 vs H100

Blackwell · Hopper · AgentX

GB300 NVL72 vs H200

Blackwell · Hopper · AgentX

GB300 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

H100 vs H200

Hopper · Hopper · AgentX

H100 vs Vera Rubin NVL72

Hopper · Vera Rubin · AgentX

H200 vs Vera Rubin NVL72

Hopper · Vera Rubin · AgentX

MiniMax M2.5/M2.7

36 chip pairs with benchmark data on MiniMax M2.5/M2.7

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI300X

Blackwell · CDNA 3 · 8K/1K

B200 vs MI325X

Blackwell · CDNA 3 · 8K/1K

B200 vs MI355X

Blackwell · CDNA 4 · 8K/1K

B300 vs MI300X

Blackwell · CDNA 3 · 8K/1K

B300 vs MI325X

Blackwell · CDNA 3 · 8K/1K

B300 vs MI355X

Blackwell · CDNA 4 · 8K/1K

GB200 NVL72 vs MI300X

Blackwell · CDNA 3 · 8K/1K

GB200 NVL72 vs MI325X

Blackwell · CDNA 3 · 8K/1K

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · 8K/1K

GB300 NVL72 vs MI300X

Blackwell · CDNA 3 · 8K/1K

GB300 NVL72 vs MI325X

Blackwell · CDNA 3 · 8K/1K

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · 8K/1K

H100 vs MI300X

Hopper · CDNA 3 · 8K/1K

H100 vs MI325X

Hopper · CDNA 3 · 8K/1K

H100 vs MI355X

Hopper · CDNA 4 · 8K/1K

H200 vs MI300X

Hopper · CDNA 3 · 8K/1K

H200 vs MI325X

Hopper · CDNA 3 · 8K/1K

H200 vs MI355X

Hopper · CDNA 4 · 8K/1K

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · 8K/1K

B200 vs GB200 NVL72

Blackwell · Blackwell · 8K/1K

B200 vs GB300 NVL72

Blackwell · Blackwell · 8K/1K

B200 vs H100

Blackwell · Hopper · 8K/1K

B200 vs H200

Blackwell · Hopper · 8K/1K

B300 vs GB200 NVL72

Blackwell · Blackwell · 8K/1K

B300 vs GB300 NVL72

Blackwell · Blackwell · 8K/1K

B300 vs H100

Blackwell · Hopper · 8K/1K

B300 vs H200

Blackwell · Hopper · 8K/1K

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · 8K/1K

GB200 NVL72 vs H100

Blackwell · Hopper · 8K/1K

GB200 NVL72 vs H200

Blackwell · Hopper · 8K/1K

GB300 NVL72 vs H100

Blackwell · Hopper · 8K/1K

GB300 NVL72 vs H200

Blackwell · Hopper · 8K/1K

H100 vs H200

Hopper · Hopper · 8K/1K

AMD vs AMD

CDNA 3 and CDNA 4 generation comparisons

MI300X vs MI325X

CDNA 3 · CDNA 3 · 8K/1K

MI300X vs MI355X

CDNA 3 · CDNA 4 · 8K/1K

MI325X vs MI355X

CDNA 3 · CDNA 4 · 8K/1K

Qwen 3.8 Flash Next 176B-A6B

21 chip pairs with benchmark data on Qwen 3.8 Flash Next 176B-A6B

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI355X

Blackwell · CDNA 4 · AgentX

B300 vs MI355X

Blackwell · CDNA 4 · AgentX

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

H100 vs MI355X

Hopper · CDNA 4 · AgentX

H200 vs MI355X

Hopper · CDNA 4 · AgentX

MI355X vs Vera Rubin NVL72

CDNA 4 · Vera Rubin · AgentX

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · AgentX

B200 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B200 vs H100

Blackwell · Hopper · AgentX

B200 vs H200

Blackwell · Hopper · AgentX

B200 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

B300 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B300 vs H100

Blackwell · Hopper · AgentX

B300 vs H200

Blackwell · Hopper · AgentX

B300 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

GB300 NVL72 vs H100

Blackwell · Hopper · AgentX

GB300 NVL72 vs H200

Blackwell · Hopper · AgentX

GB300 NVL72 vs Vera Rubin NVL72

Blackwell · Vera Rubin · AgentX

H100 vs H200

Hopper · Hopper · AgentX

H100 vs Vera Rubin NVL72

Hopper · Vera Rubin · AgentX

H200 vs Vera Rubin NVL72

Hopper · Vera Rubin · AgentX

Qwen 3.5 397B-A17B

55 chip pairs with benchmark data on Qwen 3.5 397B-A17B

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI300X

Blackwell · CDNA 3 · AgentX

B200 vs MI325X

Blackwell · CDNA 3 · AgentX

B200 vs MI355X

Blackwell · CDNA 4 · AgentX

B200 vs TPU7x

Blackwell · Ironwood · AgentX

B300 vs MI300X

Blackwell · CDNA 3 · AgentX

B300 vs MI325X

Blackwell · CDNA 3 · AgentX

B300 vs MI355X

Blackwell · CDNA 4 · AgentX

B300 vs TPU7x

Blackwell · Ironwood · AgentX

GB200 NVL72 vs MI300X

Blackwell · CDNA 3 · AgentX

GB200 NVL72 vs MI325X

Blackwell · CDNA 3 · AgentX

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB200 NVL72 vs TPU7x

Blackwell · Ironwood · AgentX

GB300 NVL72 vs MI300X

Blackwell · CDNA 3 · AgentX

GB300 NVL72 vs MI325X

Blackwell · CDNA 3 · AgentX

GB300 NVL72 vs MI355X

Blackwell · CDNA 4 · AgentX

GB300 NVL72 vs TPU7x

Blackwell · Ironwood · AgentX

H100 vs MI300X

Hopper · CDNA 3 · AgentX

H100 vs MI325X

Hopper · CDNA 3 · AgentX

H100 vs MI355X

Hopper · CDNA 4 · AgentX

H100 vs TPU7x

Hopper · Ironwood · AgentX

H200 vs MI300X

Hopper · CDNA 3 · AgentX

H200 vs MI325X

Hopper · CDNA 3 · AgentX

H200 vs MI355X

Hopper · CDNA 4 · AgentX

H200 vs TPU7x

Hopper · Ironwood · AgentX

MI300X vs RTX PRO 6000

CDNA 3 · Blackwell · AgentX

MI300X vs TPU7x

CDNA 3 · Ironwood · AgentX

MI325X vs RTX PRO 6000

CDNA 3 · Blackwell · AgentX

MI325X vs TPU7x

CDNA 3 · Ironwood · AgentX

MI355X vs RTX PRO 6000

CDNA 4 · Blackwell · AgentX

MI355X vs TPU7x

CDNA 4 · Ironwood · AgentX

RTX PRO 6000 vs TPU7x

Blackwell · Ironwood · AgentX

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs B300

Blackwell · Blackwell · AgentX

B200 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B200 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B200 vs H100

Blackwell · Hopper · AgentX

B200 vs H200

Blackwell · Hopper · AgentX

B200 vs RTX PRO 6000

Blackwell · Blackwell · AgentX

B300 vs GB200 NVL72

Blackwell · Blackwell · AgentX

B300 vs GB300 NVL72

Blackwell · Blackwell · AgentX

B300 vs H100

Blackwell · Hopper · AgentX

B300 vs H200

Blackwell · Hopper · AgentX

B300 vs RTX PRO 6000

Blackwell · Blackwell · AgentX

GB200 NVL72 vs GB300 NVL72

Blackwell · Blackwell · AgentX

GB200 NVL72 vs H100

Blackwell · Hopper · AgentX

GB200 NVL72 vs H200

Blackwell · Hopper · AgentX

GB200 NVL72 vs RTX PRO 6000

Blackwell · Blackwell · AgentX

GB300 NVL72 vs H100

Blackwell · Hopper · AgentX

GB300 NVL72 vs H200

Blackwell · Hopper · AgentX

GB300 NVL72 vs RTX PRO 6000

Blackwell · Blackwell · AgentX

H100 vs H200

Hopper · Hopper · AgentX

H100 vs RTX PRO 6000

Hopper · Blackwell · AgentX

H200 vs RTX PRO 6000

Hopper · Blackwell · AgentX

AMD vs AMD

CDNA 3 and CDNA 4 generation comparisons

MI300X vs MI325X

CDNA 3 · CDNA 3 · AgentX

MI300X vs MI355X

CDNA 3 · CDNA 4 · AgentX

MI325X vs MI355X

CDNA 3 · CDNA 4 · AgentX

gpt-oss 120B

28 chip pairs with benchmark data on gpt-oss 120B

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs Jalapeño

Blackwell · Jalapeño · 8K/1K

B200 vs MI300X

Blackwell · CDNA 3 · 8K/1K

B200 vs MI325X

Blackwell · CDNA 3 · 8K/1K

B200 vs MI355X

Blackwell · CDNA 4 · 8K/1K

GB200 NVL72 vs Jalapeño

Blackwell · Jalapeño · 8K/1K

GB200 NVL72 vs MI300X

Blackwell · CDNA 3 · 8K/1K

GB200 NVL72 vs MI325X

Blackwell · CDNA 3 · 8K/1K

GB200 NVL72 vs MI355X

Blackwell · CDNA 4 · 8K/1K

H100 vs Jalapeño

Hopper · Jalapeño · 8K/1K

H100 vs MI300X

Hopper · CDNA 3 · 8K/1K

H100 vs MI325X

Hopper · CDNA 3 · 8K/1K

H100 vs MI355X

Hopper · CDNA 4 · 8K/1K

H200 vs Jalapeño

Hopper · Jalapeño · 8K/1K

H200 vs MI300X

Hopper · CDNA 3 · 8K/1K

H200 vs MI325X

Hopper · CDNA 3 · 8K/1K

H200 vs MI355X

Hopper · CDNA 4 · 8K/1K

Jalapeño vs MI300X

Jalapeño · CDNA 3 · 8K/1K

Jalapeño vs MI325X

Jalapeño · CDNA 3 · 8K/1K

Jalapeño vs MI355X

Jalapeño · CDNA 4 · 8K/1K

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs GB200 NVL72

Blackwell · Blackwell · 8K/1K

B200 vs H100

Blackwell · Hopper · 8K/1K

B200 vs H200

Blackwell · Hopper · 8K/1K

GB200 NVL72 vs H100

Blackwell · Hopper · 8K/1K

GB200 NVL72 vs H200

Blackwell · Hopper · 8K/1K

H100 vs H200

Hopper · Hopper · 8K/1K

AMD vs AMD

CDNA 3 and CDNA 4 generation comparisons

MI300X vs MI325X

CDNA 3 · CDNA 3 · 8K/1K

MI300X vs MI355X

CDNA 3 · CDNA 4 · 8K/1K

MI325X vs MI355X

CDNA 3 · CDNA 4 · 8K/1K

Llama 3.3 70B

15 chip pairs with benchmark data on Llama 3.3 70B

NVIDIA vs AMD

Cross-vendor comparisons across architecture generations

B200 vs MI300X

Blackwell · CDNA 3 · 8K/1K

B200 vs MI325X

Blackwell · CDNA 3 · 8K/1K

B200 vs MI355X

Blackwell · CDNA 4 · 8K/1K

H100 vs MI300X

Hopper · CDNA 3 · 8K/1K

H100 vs MI325X

Hopper · CDNA 3 · 8K/1K

H100 vs MI355X

Hopper · CDNA 4 · 8K/1K

H200 vs MI300X

Hopper · CDNA 3 · 8K/1K

H200 vs MI325X

Hopper · CDNA 3 · 8K/1K

H200 vs MI355X

Hopper · CDNA 4 · 8K/1K

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons

B200 vs H100

Blackwell · Hopper · 8K/1K

B200 vs H200

Blackwell · Hopper · 8K/1K

H100 vs H200

Hopper · Hopper · 8K/1K

AMD vs AMD

CDNA 3 and CDNA 4 generation comparisons

MI300X vs MI325X

CDNA 3 · CDNA 3 · 8K/1K

MI300X vs MI355X

CDNA 3 · CDNA 4 · 8K/1K

MI325X vs MI355X

CDNA 3 · CDNA 4 · 8K/1K