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AgentX / live results

Compare Realistic Agentic Inference Perf

Long Context Multi Turn Inference Performance. Compare Across OpenAI Jalapeño, MI355X, GB300 NVL72, GB200 NVL72, B200, H200, H100, RTX Pro, and soon TPUv7/v8 & Rubin NVL72 & MI455X UALoE72

Overview Full dashboard

Comparison catalog

AgentX and 8K→1K results

305 head-to-head inference benchmark 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 3.8 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 card identifies its scenario.

Compare Chip performance per dollar Compare precisions (FP8 vs BF16 ...)Compare speculative decoding (MTP vs off)

DeepSeekv4 Pro 0813 1.6T

28 chip pairs with benchmark data on DeepSeekv4 Pro 0813 1.6T.

NVIDIA vs AMD

Cross-vendor 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 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 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 benchmark data on DeepSeek R1.

NVIDIA vs AMD

Cross-vendor 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 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 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 benchmark data on Kimi K3 2.8T.

NVIDIA vs AMD

Cross-vendor 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 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 benchmark data on Kimi K2.5/K2.6/K2.7-Code 1T.

NVIDIA vs AMD

Cross-vendor 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 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 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 benchmark data on GLM 5/5.1.

NVIDIA vs AMD

Cross-vendor 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 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 comparisons.

MI325X vs MI355X

CDNA 3 · CDNA 4

GLM 5.3 744B

21 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

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 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 comparisons.

MI325X vs MI355X

CDNA 3 · CDNA 4

MiniMax M3 428B

36 chip pairs with benchmark data on MiniMax M3 428B.

NVIDIA vs AMD

Cross-vendor 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 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 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 benchmark data on MiniMax M2.5/M2.7.

NVIDIA vs AMD

Cross-vendor 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 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 comparisons.

MI300X vs MI325X

CDNA 3 · CDNA 3

MI300X vs MI355X

CDNA 3 · CDNA 4

MI325X vs MI355X

CDNA 3 · CDNA 4

Qwen 3.8 Flash Next 176B-A6B

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

NVIDIA vs NVIDIA

Hopper and Blackwell generation comparisons.

B300 vs H100

Blackwell · Hopper

B300 vs H200

Blackwell · Hopper

H100 vs H200

Hopper · Hopper

Qwen 3.5 397B-A17B

45 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

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 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 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 benchmark data on gpt-oss 120B.

NVIDIA vs AMD

Cross-vendor 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 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 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 benchmark data on Llama 3.3 70B.

NVIDIA vs AMD

Cross-vendor 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 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 comparisons.

MI300X vs MI325X

CDNA 3 · CDNA 3

MI300X vs MI355X

CDNA 3 · CDNA 4

MI325X vs MI355X

CDNA 3 · CDNA 4