Agentic Inference Costs

Hyperscaler cost ↓ Lower is better Source: InferenceX & SemiAnalysis Market July 2026 Pricing Surveys & AI Cloud TCO Model

  • DeepSeek V4 Pro 0813 1.6T

    Long Context Multi-Turn Realistic Agentic Scenario (AgentX)

    B200
    vLLM · FP4
    MI355X
    $0.03130% more expensive than B200
    SGLang · FP4
    B300
    $0.01922% cheaper than B200
    vLLM · FP4
    GB200 NVL72
    $0.04694% more expensive than B200
    llm-d vLLM · FP4
    GB300 NVL72
    $0.01152% cheaper than B200
    Dynamo vLLM · FP4
    View details
  • Kimi K3 2.8T

    Long Context Multi-Turn Realistic Agentic Scenario (AgentX)

    B200
    Dynamo vLLM · FP4
    MI355X
    $0.08420% cheaper than B200
    vLLM · FP4
    B300
    $0.103About the same cost as B200
    vLLM · FP4
    GB200 NVL72
    $0.1137% more expensive than B200
    Dynamo vLLM · FP4
    GB300 NVL72
    $0.08024% cheaper than B200
    Dynamo vLLM · FP4
    View details
  • MiniMax M3 428B

    Long Context Multi-Turn Realistic Agentic Scenario (AgentX)

    B200
    no exact @50 result
    MI355X
    $0.014No B200 baseline to compare against
    vLLM · FP4
    B300
    no exact @50 result
    GB200 NVL72
    no exact @50 result
    GB300 NVL72
    no exact @50 result
    View details
  • GLM5.2/GLM5.3 744B

    Long Context Multi-Turn Realistic Agentic Scenario (AgentX)

    B200
    no exact @50 result
    MI355X
    no exact @50 result
    B300
    no exact @50 result
    GB200 NVL72
    no exact @50 result
    GB300 NVL72
    no exact @50 result
    View details
  • Qwen3.5 397B

    Long Context Multi-Turn Realistic Agentic Scenario (AgentX)

    B200
    no exact @50 result
    MI355X
    $0.008No B200 baseline to compare against
    SGLang · FP4
    B300
    $0.014No B200 baseline to compare against
    SGLang · FP8
    GB200 NVL72
    no exact @50 result
    GB300 NVL72
    no exact @50 result
    View details
  • Qwen3.8 Flash Next 176B

    Long Context Multi-Turn Realistic Agentic Scenario (AgentX)

    B200
    no data for this scenario
    MI355X
    no data for this scenario
    B300
    no exact @50 result
    GB200 NVL72
    no data for this scenario
    GB300 NVL72
    no data for this scenario
    View details
  • DeepSeek V4 Pro 0813 1.6T

    8K/1K

    B200
    vLLM · FP4
    MI355X
    $0.34615% more expensive than B200
    MoRI SGLang · FP4
    B300
    $0.24518% cheaper than B200
    SGLang · FP4
    GB200 NVL72
    $0.51471% more expensive than B200
    Dynamo vLLM · FP4
    GB300 NVL72
    $0.21329% cheaper than B200
    Dynamo SGLang · FP4STP
    View details
  • Qwen3.5 397B

    8K/1K

    B200
    SGLang · FP4
    MI355X
    $0.05645% more expensive than B200
    SGLang · FP4
    B300
    $0.040About the same cost as B200
    SGLang · FP4
    GB200 NVL72
    $0.142268% more expensive than B200
    Dynamo SGLang · FP8STP
    GB300 NVL72
    $0.133246% more expensive than B200
    Dynamo SGLang · FP8STP
    View details
  • DeepSeek R1 0528 671BMaintenanceModel is no longer actively benchmarked.

    8K/1K

    B200
    SGLang · FP4
    MI355X
    $0.259149% more expensive than B200
    SGLang · FP8
    B300
    $0.353239% more expensive than B200
    SGLang · FP8
    GB200 NVL72
    $0.19284% more expensive than B200
    Dynamo SGLang · FP8STP
    GB300 NVL72
    $0.263152% more expensive than B200
    Dynamo SGLang · FP8STP
    View details
  • Kimi K2.5/2.6/2.7-Code 1TDeprecatedModel is no longer actively benchmarked.

    8K/1K

    B200
    Dynamo vLLM · FP4STP
    MI355X
    $0.1476% more expensive than B200
    vLLM · FP4STP
    B300
    $0.17929% more expensive than B200
    vLLM · FP4STP
    GB200 NVL72
    $0.11219% cheaper than B200
    Dynamo vLLM · FP4STP
    GB300 NVL72
    $0.11518% cheaper than B200
    Dynamo vLLM · FP4STP
    View details
  • GLM5/5.1 744BDeprecatedModel is no longer actively benchmarked.

    8K/1K

    B200
    SGLang · FP4
    MI355X
    $0.431150% more expensive than B200
    SGLang · FP8
    B300
    $0.21022% more expensive than B200
    SGLang · FP4
    GB200 NVL72
    $0.33393% more expensive than B200
    Dynamo SGLang · FP4STP
    GB300 NVL72
    $0.433152% more expensive than B200
    Dynamo SGLang · FP4STP
    View details
  • gpt-oss 120BDeprecatedModel is no longer actively benchmarked.

    8K/1K

    B200
    vLLM · FP4STP
    MI355X
    $0.011About the same cost as B200
    vLLM · FP4STP
    B300
    no data for this scenario
    GB200 NVL72
    no data for this scenario
    GB300 NVL72
    no data for this scenario
    View details
  • MiniMax M2.5/2.7 230BDeprecatedModel is no longer actively benchmarked.

    8K/1K

    B200
    vLLM · FP4STP
    MI355X
    $0.05431% more expensive than B200
    vLLM · FP4STP
    B300
    $0.05124% more expensive than B200
    vLLM · FP4STP
    GB200 NVL72
    $0.041About the same cost as B200
    Dynamo vLLM · FP4STP
    GB300 NVL72
    $0.04713% more expensive than B200
    Dynamo vLLM · FP4STP
    View details
  • Llama 3.3 70B InstructDeprecatedModel is no longer actively benchmarked.

    8K/1K

    B200
    vLLM · FP4STP
    MI355X
    $0.14585% more expensive than B200
    vLLM · FP4STP
    B300
    no data for this scenario
    GB200 NVL72
    no data for this scenario
    GB300 NVL72
    no data for this scenario
    View details

— = no result. ∞ = B200 baseline unavailable.

If a chip does not have FP4 spec decoding available, the next best available configuration is used.