IOI

    ๐Ÿ† Leaderboard

    As of August 31, 2026, Claude Opus 5 is #1 for IOI at 91.7%. Ranked by the IOI score 45 models in this index have a published IOI score. IOI leaderboard with live API prices. IOI โ€” International Olympiad in Informatics programming contest problems.

    Updated August 31, 2026345 models36 providers

    IOI vs price

    45 models. Left is cheaper. Up is a higher score. The line is the best score you can buy at each price โ€” a dot under it is a worse deal than something on the line.

    Best score at each price#1 on this board
    Claude Opus 5
    Anthropic ยท Proprietary
    91.7%$30.00
    GPT-5.6 Sol
    OpenAI ยท Proprietary
    86.7%$35.00
    Qwen3.8 MaxOSS
    Qwen ยท Open Source
    73%$8.00
    GPT-5.6 Luna
    OpenAI ยท Proprietary
    72.9%$1.40
    Claude Fable 5
    Anthropic ยท Proprietary
    72.3%$60.00
    GPT-5.4
    OpenAI ยท Proprietary
    67.8%$17.50
    GPT-5.6 Terra
    OpenAI ยท Proprietary
    65.3%$14.00
    GPT-5.2
    OpenAI ยท Proprietary
    54.8%$15.75
    Muse Spark 1.2
    Meta ยท Proprietary
    49.5%$5.50
    Claude Opus 4.7
    Anthropic ยท Proprietary
    47.1%$30.00
    Qwen3.7 Max
    Qwen ยท Proprietary
    46.8%$5.00
    GPT-5.3 Codex
    OpenAI ยท Proprietary
    43.8%$15.75
    Gemini 3 Flash
    Google ยท Proprietary
    39.1%$3.50
    Gemini 3 Pro
    Google ยท Proprietary
    38.8%$14.00
    DeepSeek-V4-Pro-0813OSS
    DeepSeek ยท Open Source
    35.8%$5.28
    Gemini 3.5 Flash-Lite
    Google ยท Proprietary
    26.2%$2.80
    Claude Opus 4.5
    Anthropic ยท Proprietary
    23.6%$30.00
    GPT-5.1
    OpenAI ยท Proprietary
    21.5%$11.25
    GPT-5.1 Codex
    OpenAI ยท Proprietary
    21.4%$11.25
    GPT-5
    OpenAI ยท Proprietary
    20%$11.25
    Gemini 2.5 Pro
    Google ยท Proprietary
    17.1%$11.25
    Qwen3 Max
    Qwen ยท Proprietary
    15.7%$5.50
    Grok 4.3
    xAI ยท Proprietary
    15.3%$3.75
    GPT-5.4 nano
    OpenAI ยท Proprietary
    15.3%$1.45
    Claude Opus 4.1
    Anthropic ยท Proprietary
    12.5%$90.00
    Grok-4 Fast Reasoning
    xAI ยท Proprietary
    11.5%$0.70
    GPT-5 Codex
    OpenAI ยท Proprietary
    9.8%$11.25
    Grok-4.1 Fast Non-Reasoning
    xAI ยท Proprietary
    7.7%$0.70
    GLM-4.7OSS
    Z AI ยท Open Source
    7.6%$2.80
    GPT-5 mini
    OpenAI ยท Proprietary
    6.8%$2.25
    MiniMax M2.5OSS
    MiniMax ยท Open Source
    6.7%$1.50
    Claude Sonnet 4
    Anthropic ยท Proprietary
    6.5%$18.00
    GPT-5.4 mini
    OpenAI ยท Proprietary
    6.4%$5.25
    MiniMax M2.7OSS
    MiniMax ยท Open Source
    4.9%$1.50
    o4-mini
    OpenAI ยท Proprietary
    4.8%$5.50
    Grok Code Fast 1
    xAI ยท Proprietary
    4.3%$1.70
    GLM-4.6OSS
    Z AI ยท Open Source
    4.3%$2.80
    Grok-4 Fast Non-Reasoning
    xAI ยท Proprietary
    3.8%$0.70
    Grok-4.1 Fast Reasoning
    xAI ยท Proprietary
    3.1%$0.70
    GLM-4.5OSS
    Z AI ยท Open Source
    2.9%$2.80
    Gemini 2.5 Flash
    Google ยท Proprietary
    2.6%$2.80
    MiniMax M2.1OSS
    MiniMax ยท Open Source
    2.3%$1.50
    DeepSeek-V3 0324OSS
    DeepSeek ยท Open Source
    1.7%$1.42
    Kimi K2 InstructOSS
    Moonshot AI ยท Open Source
    1.3%$1.00
    Qwen3 235B A22BOSS
    Qwen ยท Open Source
    0%$0.20
    ChatGPT-4o Latest
    OpenAI ยท Proprietary
    โ€”$12.50
    Claude 3 Haiku
    Anthropic ยท Proprietary
    โ€”$1.50
    Claude 3 Opus
    Anthropic ยท Proprietary
    โ€”$90.00
    Claude 3 Sonnet
    Anthropic ยท Proprietary
    โ€”$18.00
    Claude 3.5 Haiku
    Anthropic ยท Proprietary
    โ€”$4.80
    Showing 1โ€“50 of 345 models

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    The index

    All Large Language Models

    345 models across 36 providers. Search or jump to a lab โ€” every model page stays linked here.

    Baidu

    2 models

    Inception

    1 models

    inclusionAI

    1 models

    LG AI Research

    1 models

    Liquid AI

    2 models

    Nous Research

    1 models

    OpenBMB

    1 models

    Sakana AI

    1 models

    Sarvam AI

    2 models

    Tencent

    1 models

    Thinking Machines

    1 models

    Unisound

    1 models

    Upstage

    1 models

    Which model leads IOI right now?

    As of August 31, 2026, Claude Opus 5 by Anthropic is #1 for IOI at 91.7%. Ranked by the IOI score This board also tracks IOI. Next on the same board: GPT-5.6 Sol and Qwen3.8 Max. This ioi leaderboard ranks models by IOI. Scores come from public evals. Prices are the live API rates in the table above.

    Sources: OpenAI API pricing (https://developers.openai.com/api/docs/pricing); Anthropic Claude API pricing (https://platform.claude.com/docs/en/about-claude/pricing); Gemini API pricing (https://ai.google.dev/gemini-api/docs/pricing)

    Top 8 for ioi. Ranked by the IOI score Input and output are dollars per million tokens.
    RankModelIOIInput /MOutput /M
    1Claude Opus 591.7%$5.00$25.00
    2GPT-5.6 Sol86.7%$5.00$30.00
    3Qwen3.8 Max73%$2.00$6.00
    4GPT-5.6 Luna72.9%$0.20$1.20
    5Claude Fable 572.3%$10.00$50.00
    6GPT-5.467.8%$2.50$15.00
    7GPT-5.6 Terra65.3%$2.00$12.00
    8GPT-5.254.8%$1.75$14.00

    IOI FAQ

    Who ranks #1 on the IOI leaderboard?

    As of August 31, 2026, Claude Opus 5 by Anthropic ranks #1 on IOI at 91.7%. API pricing is $5.00/M input and $25.00/M output.

    What are the top models on IOI?

    The current IOI ranking as of August 31, 2026 is 1. Claude Opus 5 at 91.7%; 2. GPT-5.6 Sol at 86.7%; 3. Qwen3.8 Max at 73%.

    Which ioi model is the cheapest?

    Qwen3 235B A22B is the cheapest scored model on this ioi leaderboard at $0.10/M input and $0.10/M output ($0.20 blended). Claude Opus 5 still leads IOI at 91.7%.

    Should I always pick the #1 IOI model?

    Not automatically. Claude Opus 5 leads IOI, but a cheaper scored model can be the better production choice if the quality gap is small. Use the table to weigh IOI against input/output price, context window, and related evals.

    How often is the IOI leaderboard updated?

    Scores and API prices on this page are refreshed from published evals and provider rates. The snapshot is labeled August 31, 2026. Treat it as a current index, not a one-off blog post.

    What is IOI?

    IOI โ€” International Olympiad in Informatics programming contest problems. This page ranks models that have published a IOI score, with live API token prices on the same row.

    Where is the IOI leaderboard?

    This page is the IOI leaderboard. Models are sorted by IOI, with input and output token prices on the same row so you can weigh score against cost. Official boards often omit price; that comparison is the point of this index.

    How is this IOI ranking different from the official board?

    Official eval pages own the methodology. This page keeps the published IOI score next to live API $/M so you can pick a production SKU, not only a trophy number.