Composer 2 Fast vs GPT-4o

    Comparison

    As of August 20, 2026, Composer 2 Fast is 28% cheaper per million tokens than GPT-4o. Composer 2 Fast is $1.50 / $7.50 per million input/output tokens versus GPT-4o at $2.50 / $10.00. Sources: https://cursor.com/docs/models/cursor-composer-2 and https://developers.openai.com/api/docs/pricing

    Sources: Cursor pricing (https://cursor.com/docs/models/cursor-composer-2); OpenAI API pricing (https://developers.openai.com/api/docs/pricing)

    Better value

    Composer 2 Fast

    Cursor

    $9.00blended / 1M

    Input

    $1.50

    Output

    $7.50

    200K ctx|Proprietary
    28%
    cheaper

    GPT-4o

    OpenAI

    $12.50blended / 1M

    Input

    $2.50

    Output

    $10.00

    128K ctx|Proprietary
    Save $3.50 per million tokens by choosing Composer 2 Fast over GPT-4o.

    Composer 2 Fast vs GPT-4o comparison

    Token pricing, specs, and benchmarks side by side

    Metric
    Composer 2 Fast
    GPT-4o
    Provider
    Provider
    Cursor
    OpenAI
    License
    Proprietary
    Proprietary
    Release Date
    2026-03-19
    2024-08-06
    Pricing (per 1M tokens)
    Input Price-40%
    $1.50
    $2.50
    Output Price-25%
    $7.50
    $10.00
    Blended (1M + 1M)
    $9.00
    $12.50
    Model Details
    Context Window
    200K
    128K
    Max Output Tokens
    N/A
    16.4K
    Knowledge Cutoff
    N/A
    October 2023
    Throughput
    N/A
    99 tok/s
    Benchmarks
    5.3%
    70.1%
    49.2%
    61.3%
    38.2%
    81%
    59.9%
    81.4%
    58.8%
    6.4%
    13.1%
    75.2%
    85.7%
    72.2%
    53.3%
    61.9%
    94.2%
    85.7%
    85.3%
    61%
    39.4%
    92.8%
    72.2%
    35.2%
    55.3%
    61.4%
    88.2%
    90.7%
    74.7%
    60.9%
    17.8%
    32.6%
    71.1%
    71.9%
    61.2%

    Verdict

    Composer 2 Fast vs GPT-4o: the bottom line

    Both models are closely matched on benchmarks. Composer 2 Fast has the pricing advantage, making it the better value unless GPT-4o's specific capabilities are critical to your workflow.

    Composer 2 Fast vs GPT-4o FAQ

    Which is cheaper, Composer 2 Fast or GPT-4o?

    As of August 20, 2026, Composer 2 Fast is 28% cheaper on blended LLM API pricing. Composer 2 Fast costs $1.50 per million input tokens and $7.50 per million output tokens ($9.00 blended 1M-in + 1M-out). GPT-4o costs $2.50 / $10.00 per million tokens ($12.50 blended). Sources: https://cursor.com/docs/models/cursor-composer-2 and https://developers.openai.com/api/docs/pricing. The cheapest LLM for your app still depends on how many output tokens you generate.

    How much does Composer 2 Fast vs GPT-4o cost per million tokens?

    Composer 2 Fast Cursor API pricing is $1.50 input and $7.50 output per million tokens via Cursor. GPT-4o OpenAI API pricing is $2.50 input and $10.00 output per million tokens via OpenAI. Use those four numbers, not ChatGPT Plus or Claude Pro subscription prices, when you are comparing APIs.

    Which is better for coding, Composer 2 Fast or GPT-4o?

    GPT-4o has a published SWE-bench Verified score of 33.2%. Composer 2 Fast does not have that eval on this page yet.

    What is the context window for Composer 2 Fast vs GPT-4o?

    Composer 2 Fast supports a 200K token context window, while GPT-4o supports 128K tokens. Composer 2 Fast offers a larger context window. Filling a larger window bills more input tokens, so the cheaper-per-million model can still cost more on long documents.

    Which model performs better on benchmarks, Composer 2 Fast or GPT-4o?

    Shared benchmark scores for Composer 2 Fast and GPT-4o are still limited. Check the comparison table for the evals each model has published. Check the comparison table for GPQA Diamond, SWE-bench, MMLU, HLE, and the other evals we track. Token price and benchmark score together are the usual LLM comparison, not either number alone.

    Is Composer 2 Fast or GPT-4o better for production use?

    Both Composer 2 Fast and GPT-4o are production API models. For cost-sensitive production traffic, Composer 2 Fast has better economics on the blended 1M-in + 1M-out scale. For maximum capability, weight the benchmark table for your domain. Many production stacks route cheap models for drafts and a frontier model for the hard turn, which is usually cheaper than sending everything to the expensive API.

    Can I switch between Composer 2 Fast and GPT-4o in my app?

    Yes. Call Composer 2 Fast through Cursor and GPT-4o through OpenAI with separate API keys, or through a gateway that already wraps both. Keep prompts in tokens, not characters, when you estimate the invoice. AnotherWrapper templates can swap providers without rewriting auth and billing.

    How accurate is this Composer 2 Fast vs GPT-4o pricing data?

    List rates are the latest published Cursor API pricing and OpenAI API pricing, quoted per million tokens. Official rate sheets: https://cursor.com/docs/models/cursor-composer-2 and https://developers.openai.com/api/docs/pricing. Prompt caching, batch APIs, and committed-use discounts can change the invoice. Benchmark scores are from official publications and independent evals, updated as new numbers land.

    What is the output token limit for Composer 2 Fast and GPT-4o?

    Composer 2 Fast supports up to an unspecified number of output tokens per request, while GPT-4o supports up to 16K output tokens. Output tokens are usually the expensive half of API pricing, so a higher max output cap is a capability, not a discount.

    Which model has better throughput, Composer 2 Fast or GPT-4o?

    GPT-4o has a measured throughput of approximately 99 tokens/second. Throughput data for Composer 2 Fast is not yet available. Throughput (tokens per second) and time-to-first-token are why two models with the same per-million-token price can still feel different in chat and agents.

    How do I switch the models in this Composer 2 Fast vs GPT-4o comparison?

    Use the model pickers at the top of this LLM comparison. Search any model in the index and the URL updates. Open Composer 2 Fast or GPT-4o from the sidebar for the single-model API pricing page, or go back to the LLM pricing table to sort by cheapest blended cost.

    Composer 2 Fast vs GPT-4o pricing

    This comparison covers API pricing, context window, throughput, and benchmark scores. Composer 2 Fast costs $1.50/M input and $7.50/M output. GPT-4o costs $2.50/M input and $10.00/M output.

    Rank both on the LLM leaderboard, SWE-bench, and Humanity's Last Exam.

    The index

    All Large Language Models

    280 models across 33 providers. Search or jump to a lab — every model page stays linked here.

    Cursor

    1 models

    Baidu

    1 models

    Inception

    1 models

    inclusionAI

    1 models

    LG AI Research

    1 models

    Nous Research

    1 models

    Sakana AI

    1 models

    StepFun

    1 models

    Tencent

    1 models

    Thinking Machines

    1 models

    Unisound

    1 models

    Upstage

    1 models

    Next step

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