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    Side-by-Side Comparison

    Claude Sonnet 4 vs gpt-5.4

    A detailed comparison of pricing, specifications, and benchmark performance.

    AnthropicClaude Sonnet 4Anthropic
    vs
    OpenAIgpt-5.4OpenAI
    Metric
    Claude Sonnet 4
    gpt-5.4
    Provider
    Provider
    Anthropic
    OpenAI
    License
    Proprietary
    Proprietary
    Release Date
    N/A
    N/A
    Pricing (per 1M tokens)
    Input Price+20%
    $3.00
    $2.50
    Output Price0%
    $15.00
    $15.00
    Blended (1M + 1M)
    $18.00
    $17.50
    Model Details
    Context Window
    200K
    N/A
    Max Output Tokens
    N/A
    N/A
    Knowledge Cutoff
    N/A
    N/A
    Throughput
    N/A
    N/A
    Benchmarks
    GPQA Diamond
    75.4%
    89.4%
    Humanity's Last Exam (With Tools)
    —
    27.4%
    Humanity's Last Exam (No Tools)
    —
    37%
    ARC-AGI-2 Verified
    —
    8.7%
    ARC-AGI-1 Verified
    —
    76.7%
    SWE-bench Pro (Public)
    74.8%
    88.4%
    SWE Bench
    72.7%
    —
    Terminal-Bench 2.0
    41%
    62.2%
    OSWorld Verified
    38.6%
    64.9%
    MCP Atlas
    —
    86%
    tau2-bench (Telecom)
    —
    71%
    MMMU-Pro (With Tools)
    —
    89.3%
    MMMU-Pro (No Tools)
    —
    88.6%
    GDPval
    —
    28.9%
    FinanceAgent v1.1
    —
    79.6%
    Investment Banking Modeling (Internal)
    —
    88.3%
    OfficeQA
    —
    51.1%
    Frontier Science Research
    —
    15.6%
    FrontierMath (Tiers 1-3)
    —
    9.4%
    OpenAI MRCR v2 8-needle (4K-8K)
    —
    72%
    OpenAI MRCR v2 8-needle (32K-128K)
    —
    54.4%
    OpenAI MRCR v2 8-needle (128K-512K)
    —
    42.8%
    OpenAI MRCR v2 8-needle (256K-1M)
    —
    39.4%
    OpenAI MRCR v2 8-needle (512K-1M)
    —
    35.6%
    Graphwalks BFS (0K-128K)
    —
    100%
    Graphwalks BFS (256K-1M)
    —
    100%
    Graphwalks Parents (0K-128K)
    —
    100%
    Graphwalks Parents (256K-1M)
    —
    98%
    GRIND
    75%
    —
    MMLU
    84%
    —
    HellaSwag
    91.4%
    —
    HumanEval
    88.7%
    —
    MATH
    97.2%
    —
    OmniDocBench NED
    —
    0.045

    Verdict

    The Bottom Line

    gpt-5.4 offers both lower pricing and stronger benchmark performance across the board, making it the clear value leader in this comparison.

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