K-EXAONE-236B-A23B vs Seed 2.0 Pro

    Comparison

    As of August 20, 2026, K-EXAONE-236B-A23B is 54% cheaper per million tokens than Seed 2.0 Pro. K-EXAONE-236B-A23B is $0.60 / $1.00 per million input/output tokens versus Seed 2.0 Pro at $0.50 / $3.00. Source: https://anotherwrapper.com/tools/llm-pricing

    Source: AnotherWrapper LLM pricing (https://anotherwrapper.com/tools/llm-pricing)

    Better value

    K-EXAONE-236B-A23B

    LG AI Research

    $1.60blended / 1M

    Input

    $0.60

    Output

    $1.00

    32.8K ctx|Proprietary
    54%
    cheaper

    Seed 2.0 Pro

    ByteDance

    $3.50blended / 1M

    Input

    $0.50

    Output

    $3.00

    256K ctx|Proprietary
    Save $1.90 per million tokens by choosing K-EXAONE-236B-A23B over Seed 2.0 Pro.

    K-EXAONE-236B-A23B vs Seed 2.0 Pro comparison

    Token pricing, specs, and benchmarks side by side

    Metric
    K-EXAONE-236B-A23B
    Seed 2.0 Pro
    Provider
    Provider
    LG AI Research
    ByteDance
    License
    Proprietary
    Proprietary
    Release Date
    2025-12-31
    2026-02-14
    Pricing (per 1M tokens)
    Input Price+20%
    $0.60
    $0.50
    Output Price-67%
    $1.00
    $3.00
    Blended (1M + 1M)
    $1.60
    $3.50
    Model Details
    Context Window
    32.8K
    256K
    Max Output Tokens
    32.8K
    65.5K
    Knowledge Cutoff
    2025-10-01
    2024-01-01
    Throughput
    50 tok/s
    5.593776158213053 tok/s
    Benchmarks
    88.9%
    77.3%
    67.3%
    85.7%
    92.8%
    98.3%
    94.2%
    83.8%
    73.2%
    Benchmark Wins
    K-EXAONE-236B-A23B 0|2 Seed 2.0 Pro

    Verdict

    K-EXAONE-236B-A23B vs Seed 2.0 Pro: the bottom line

    K-EXAONE-236B-A23B offers significantly lower pricing, while Seed 2.0 Pro leads on benchmark performance. Your choice depends on whether cost efficiency or raw capability matters more for your use case.

    K-EXAONE-236B-A23B vs Seed 2.0 Pro FAQ

    Which is cheaper, K-EXAONE-236B-A23B or Seed 2.0 Pro?

    As of August 20, 2026, K-EXAONE-236B-A23B is 54% cheaper on blended LLM API pricing. K-EXAONE-236B-A23B costs $0.60 per million input tokens and $1.00 per million output tokens ($1.60 blended 1M-in + 1M-out). Seed 2.0 Pro costs $0.50 / $3.00 per million tokens ($3.50 blended). Sources: https://anotherwrapper.com/tools/llm-pricing and https://anotherwrapper.com/tools/llm-pricing. The cheapest LLM for your app still depends on how many output tokens you generate.

    How much does K-EXAONE-236B-A23B vs Seed 2.0 Pro cost per million tokens?

    K-EXAONE-236B-A23B LG AI Research API pricing is $0.60 input and $1.00 output per million tokens via LG AI Research. Seed 2.0 Pro ByteDance API pricing is $0.50 input and $3.00 output per million tokens via ByteDance. Use those four numbers, not ChatGPT Plus or Claude Pro subscription prices, when you are comparing APIs.

    Which is better for coding, K-EXAONE-236B-A23B or Seed 2.0 Pro?

    Seed 2.0 Pro has a published SWE-bench Verified score of 76.5%. K-EXAONE-236B-A23B does not have that eval on this page yet.

    What is the context window for K-EXAONE-236B-A23B vs Seed 2.0 Pro?

    K-EXAONE-236B-A23B supports a 33K token context window, while Seed 2.0 Pro supports 256K tokens. Seed 2.0 Pro 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, K-EXAONE-236B-A23B or Seed 2.0 Pro?

    Seed 2.0 Pro leads on 2 of 2 shared benchmarks versus K-EXAONE-236B-A23B's 0 wins. 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 K-EXAONE-236B-A23B or Seed 2.0 Pro better for production use?

    Both K-EXAONE-236B-A23B and Seed 2.0 Pro are production API models. For cost-sensitive production traffic, K-EXAONE-236B-A23B 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 K-EXAONE-236B-A23B and Seed 2.0 Pro in my app?

    Yes. Call K-EXAONE-236B-A23B through LG AI Research and Seed 2.0 Pro through ByteDance 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 K-EXAONE-236B-A23B vs Seed 2.0 Pro pricing data?

    List rates are the latest published LG AI Research API pricing and ByteDance API pricing, quoted per million tokens. Official rate sheets: https://anotherwrapper.com/tools/llm-pricing and https://anotherwrapper.com/tools/llm-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 K-EXAONE-236B-A23B and Seed 2.0 Pro?

    K-EXAONE-236B-A23B supports up to 33K output tokens per request, while Seed 2.0 Pro supports up to 66K 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, K-EXAONE-236B-A23B or Seed 2.0 Pro?

    K-EXAONE-236B-A23B runs at approximately 50 tokens/second while Seed 2.0 Pro runs at 5.593776158213053 tokens/second. K-EXAONE-236B-A23B is faster in raw throughput. 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 K-EXAONE-236B-A23B vs Seed 2.0 Pro comparison?

    Use the model pickers at the top of this LLM comparison. Search any model in the index and the URL updates. Open K-EXAONE-236B-A23B or Seed 2.0 Pro from the sidebar for the single-model API pricing page, or go back to the LLM pricing table to sort by cheapest blended cost.

    K-EXAONE-236B-A23B vs Seed 2.0 Pro pricing

    This comparison covers API pricing, context window, throughput, and benchmark scores. K-EXAONE-236B-A23B costs $0.60/M input and $1.00/M output. Seed 2.0 Pro costs $0.50/M input and $3.00/M output.

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

    The index

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