Inference Cost per Million Tokens

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

  • DeepSeek V4 Pro 1.6T

    8K/1K

    B200
    vLLM · FP4
    MI355X
    cannot reach @150
    B300
    $0.64250% cheaper than B200
    Dynamo SGLang · FP4
    GB200 NVL72
    $1.13311% cheaper than B200
    Dynamo SGLang · FP4
    GB300 NVL72
    $0.52559% cheaper than B200
    Dynamo SGLang · FP4
    View details
  • DeepSeek V4 Pro 1.6T

    Long Context Multi-Turn Realistic Agentic Scenario (AgentX)

    B200
    cannot reach @150
    MI355X
    cannot reach @150
    B300
    cannot reach @150
    GB200 NVL72
    no data for this scenario
    GB300 NVL72
    $0.107No B200 baseline to compare against
    Dynamo vLLM · FP4
    View details
  • Kimi K3 2.8T

    Long Context Multi-Turn Realistic Agentic Scenario (AgentX)

    B200
    cannot reach @150
    MI355X
    no data for this scenario
    B300
    $0.229No B200 baseline to compare against
    vLLM · FP4
    GB200 NVL72
    cannot reach @150
    GB300 NVL72
    no data for this scenario
    View details
  • MiniMax M3 428B

    8K/1K

    B200
    vLLM · FP4
    MI355X
    $0.248145% more expensive than B200
    vLLM · FP4
    B300
    $0.12321% more expensive than B200
    vLLM · FP4
    GB200 NVL72
    $0.904791% more expensive than B200
    Dynamo vLLM · FP8STP
    GB300 NVL72
    $0.268164% more expensive than B200
    Dynamo vLLM · FP8
    View details
  • MiniMax M3 428B

    Long Context Multi-Turn Realistic Agentic Scenario (AgentX)

    B200
    vLLM · FP4
    MI355X
    no data for this scenario
    B300
    $0.01911% cheaper than B200
    vLLM · FP4
    GB200 NVL72
    no data for this scenario
    GB300 NVL72
    no data for this scenario
    View details
  • GLM5.2

    Long Context Multi-Turn Realistic Agentic Scenario (AgentX)

    B200
    SGLang · FP4
    MI355X
    no data for this scenario
    B300
    $0.077About the same cost as B200
    SGLang · FP4
    GB200 NVL72
    no data for this scenario
    GB300 NVL72
    no data for this scenario
    View details
  • Qwen3.5 397B

    8K/1K

    B200
    SGLang · FP4
    MI355X
    $0.14779% more expensive than B200
    SGLang · FP4
    B300
    $0.0887% more expensive than B200
    SGLang · FP4
    GB200 NVL72
    $0.296260% more expensive than B200
    Dynamo SGLang · FP8
    GB300 NVL72
    $0.335308% more expensive than B200
    Dynamo SGLang · FP8
    View details
  • Qwen3.5 397B

    Long Context Multi-Turn Realistic Agentic Scenario (AgentX)

    B200
    SGLang · FP4
    MI355X
    no data for this scenario
    B300
    $0.01559% more expensive than B200
    SGLang · FP4
    GB200 NVL72
    no data for this scenario
    GB300 NVL72
    $0.01116% more expensive than B200
    Dynamo SGLang · FP4
    View details
  • DeepSeek R1 0528 671BMaintenance

    8K/1K

    B200
    SGLang · FP4
    MI355X
    $0.26619% more expensive than B200
    MoRI SGLang · FP4
    B300
    $0.728225% more expensive than B200
    SGLang · FP8
    GB200 NVL72
    cannot reach @150
    GB300 NVL72
    $3.1811,321% more expensive than B200
    Dynamo SGLang · FP4STP
    View details
  • Kimi K2.5/2.6/2.7-Code 1TDeprecated

    8K/1K

    B200
    vLLM · FP4STP
    MI355X
    cannot reach @150
    B300
    $1.44446% more expensive than B200
    vLLM · FP4STP
    GB200 NVL72
    $1.77179% more expensive than B200
    Dynamo vLLM · FP4STP
    GB300 NVL72
    $2.218124% more expensive than B200
    Dynamo vLLM · FP4STP
    View details
  • GLM5/5.1 744BDeprecated

    8K/1K

    B200
    cannot reach @150
    MI355X
    cannot reach @150
    B300
    cannot reach @150
    GB200 NVL72
    $1.524No B200 baseline to compare against
    Dynamo SGLang · FP4
    GB300 NVL72
    $2.560No B200 baseline to compare against
    Dynamo SGLang · FP4
    View details
  • gpt-oss 120BDeprecated

    8K/1K

    B200
    vLLM · FP4STP
    MI355X
    $0.02928% 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
  • MiniMax M2.5/2.7 230BDeprecated

    8K/1K

    B200
    vLLM · FP4STP
    MI355X
    cannot reach @150
    B300
    $0.27538% more expensive than B200
    vLLM · FP4STP
    GB200 NVL72
    $0.28040% more expensive than B200
    Dynamo vLLM · FP4STP
    GB300 NVL72
    $0.29749% more expensive than B200
    Dynamo vLLM · FP4STP
    View details
  • Llama 3.3 70B InstructDeprecated

    8K/1K

    B200
    cannot reach @150
    MI355X
    cannot reach @150
    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.