AgentX / live results
Long Context Multi Turn Inference Performance. Compare Across Google TPUv7 Ironwood, OpenAI Jalapeño, MI355X, GB300 NVL72, GB200 NVL72, B200, H200, H100, RTX Pro, and soon TPUv8i, SambaNova SN50, Rubin NVL72, MI455X UALoE72
Comparison catalog
352 head-to-head inference benchmark comparisons across DeepSeekv4 Pro 0813 1.6T, DeepSeek V4.1 Flash 552B, 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.
36 chip pairs with benchmark data on DeepSeekv4 Pro 0813 1.6T.
Cross-vendor comparisons across architecture generations.
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Hopper · CDNA 3
Hopper · CDNA 3
Hopper · CDNA 4
CDNA 3 · Vera Rubin
CDNA 3 · Vera Rubin
CDNA 4 · Vera Rubin
Hopper and Blackwell generation comparisons.
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Vera Rubin
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Vera Rubin
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Vera Rubin
CDNA 3 and CDNA 4 generation comparisons.
36 chip pairs with benchmark data on DeepSeek V4.1 Flash 552B.
Cross-vendor comparisons across architecture generations.
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
36 chip pairs with benchmark data on DeepSeek R1.
Cross-vendor comparisons across architecture generations.
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
15 chip pairs with benchmark data on Kimi K3 2.8T.
Cross-vendor comparisons across architecture generations.
Hopper and Blackwell generation comparisons.
28 chip pairs with benchmark data on Kimi K2.5/K2.6/K2.7-Code 1T.
Cross-vendor comparisons across architecture generations.
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
21 chip pairs with benchmark data on GLM 5/5.1.
Cross-vendor comparisons across architecture generations.
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 4
Hopper · CDNA 3
Hopper · CDNA 4
Hopper and Blackwell generation comparisons.
21 chip pairs with benchmark data on GLM 5.3 744B.
Cross-vendor comparisons across architecture generations.
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 4
Hopper · CDNA 3
Hopper · CDNA 4
36 chip pairs with benchmark data on MiniMax M3 428B.
Cross-vendor comparisons across architecture generations.
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
36 chip pairs with benchmark data on MiniMax M2.5/M2.7.
Cross-vendor comparisons across architecture generations.
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
6 chip pairs with benchmark data on Qwen 3.8 Flash Next 176B-A6B.
Hopper and Blackwell generation comparisons.
45 chip pairs with benchmark data on Qwen 3.5 397B-A17B.
Cross-vendor comparisons across architecture generations.
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
21 chip pairs with benchmark data on gpt-oss 120B.
Cross-vendor comparisons across architecture generations.
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Hopper · CDNA 3
Hopper · CDNA 3
Hopper · CDNA 4
Hopper · CDNA 3
Hopper · CDNA 3
15 chip pairs with benchmark data on Llama 3.3 70B.
Cross-vendor comparisons across architecture generations.
Blackwell · CDNA 3
Blackwell · CDNA 3
Blackwell · CDNA 4
Hopper · CDNA 3
Hopper · CDNA 3
Hopper · CDNA 4
Hopper · CDNA 3
Hopper · CDNA 3
Hopper · CDNA 4
Hopper and Blackwell generation comparisons.
Hopper and Blackwell generation comparisons.
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Hopper
Hopper · Hopper
CDNA 3 and CDNA 4 generation comparisons.
Hopper and Blackwell generation comparisons.
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Hopper
Hopper · Hopper
CDNA 3 and CDNA 4 generation comparisons.
Hopper and Blackwell generation comparisons.
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
CDNA 3 and CDNA 4 generation comparisons.
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
CDNA 3 and CDNA 4 generation comparisons.
Hopper and Blackwell generation comparisons.
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
CDNA 3 and CDNA 4 generation comparisons.
Hopper and Blackwell generation comparisons.
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Hopper
Hopper · Hopper
CDNA 3 and CDNA 4 generation comparisons.
Hopper and Blackwell generation comparisons.
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Hopper
Hopper · Hopper
CDNA 3 and CDNA 4 generation comparisons.
Hopper and Blackwell generation comparisons.
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Blackwell
Blackwell · Hopper
Blackwell · Hopper
Blackwell · Blackwell
Hopper · Hopper
Hopper · Blackwell
Hopper · Blackwell
CDNA 3 and CDNA 4 generation comparisons.
Hopper and Blackwell generation comparisons.
CDNA 3 and CDNA 4 generation comparisons.
CDNA 3 and CDNA 4 generation comparisons.
DeepSeekv4 Pro 0813 1.6T
B200
MI300X
Kimi K3 2.8T
GLM 5/5.1
MiniMax M3 428B
Qwen 3.8 Flash Next 176B-A6B
gpt-oss 120B
Llama 3.3 70B