LongCat-Flash-Lite vs Muse Glimmer-30B

    Comparison

    As of August 20, 2026, LongCat-Flash-Lite is 73% cheaper per million tokens than Muse Glimmer-30B. LongCat-Flash-Lite is $0.10 / $0.40 per million input/output tokens versus Muse Glimmer-30B at $0.35 / $1.50. Sources: https://anotherwrapper.com/tools/llm-pricing and https://llama.meta.com/

    Sources: AnotherWrapper LLM pricing (https://anotherwrapper.com/tools/llm-pricing); Meta pricing (https://llama.meta.com/)

    Better value

    LongCat-Flash-Lite

    Meituan

    $0.50blended / 1M

    Input

    $0.10

    Output

    $0.40

    256K ctx|Open Source
    73%
    cheaper

    Muse Glimmer-30B

    Meta

    $1.85blended / 1M

    Input

    $0.35

    Output

    $1.50

    131.1K ctx|Open Source
    Save $1.35 per million tokens by choosing LongCat-Flash-Lite over Muse Glimmer-30B.

    LongCat-Flash-Lite vs Muse Glimmer-30B comparison

    Token pricing, specs, and benchmarks side by side

    Metric
    LongCat-Flash-Lite
    Muse Glimmer-30B
    Provider
    Provider
    Meituan
    Meta
    License
    Open Source
    Open Source
    Release Date
    2026-02-05
    2026-08-10
    Pricing (per 1M tokens)
    Input Price-71%
    $0.10
    $0.35
    Output Price-73%
    $0.40
    $1.50
    Blended (1M + 1M)
    $0.50
    $1.85
    Model Details
    Context Window
    256K
    131.1K
    Max Output Tokens
    128K
    N/A
    Knowledge Cutoff
    N/A
    2026-01-04
    Throughput
    500 tok/s
    N/A
    Benchmark Wins
    LongCat-Flash-Lite 0|2 Muse Glimmer-30B

    Verdict

    LongCat-Flash-Lite vs Muse Glimmer-30B: the bottom line

    LongCat-Flash-Lite offers significantly lower pricing, while Muse Glimmer-30B leads on benchmark performance. Your choice depends on whether cost efficiency or raw capability matters more for your use case.

    LongCat-Flash-Lite vs Muse Glimmer-30B FAQ

    Which is cheaper, LongCat-Flash-Lite or Muse Glimmer-30B?

    As of August 20, 2026, LongCat-Flash-Lite is 73% cheaper on blended LLM API pricing. LongCat-Flash-Lite costs $0.10 per million input tokens and $0.40 per million output tokens ($0.50 blended 1M-in + 1M-out). Muse Glimmer-30B costs $0.35 / $1.50 per million tokens ($1.85 blended). Sources: https://anotherwrapper.com/tools/llm-pricing and https://llama.meta.com/. The cheapest LLM for your app still depends on how many output tokens you generate.

    How much does LongCat-Flash-Lite vs Muse Glimmer-30B cost per million tokens?

    LongCat-Flash-Lite Meituan API pricing is $0.10 input and $0.40 output per million tokens via Meituan. Muse Glimmer-30B Meta API pricing is $0.35 input and $1.50 output per million tokens via Meta. Use those four numbers, not ChatGPT Plus or Claude Pro subscription prices, when you are comparing APIs.

    Which is better for coding, LongCat-Flash-Lite or Muse Glimmer-30B?

    Muse Glimmer-30B leads on SWE-bench Verified: LongCat-Flash-Lite at 54.4% vs Muse Glimmer-30B at 76%. SWE-bench measures real GitHub fixes; LiveCodeBench measures contest programming.

    What is the context window for LongCat-Flash-Lite vs Muse Glimmer-30B?

    LongCat-Flash-Lite supports a 256K token context window, while Muse Glimmer-30B supports 131K tokens. LongCat-Flash-Lite 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, LongCat-Flash-Lite or Muse Glimmer-30B?

    Muse Glimmer-30B leads on 2 of 2 shared benchmarks versus LongCat-Flash-Lite'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 LongCat-Flash-Lite or Muse Glimmer-30B better for production use?

    Both LongCat-Flash-Lite and Muse Glimmer-30B are production API models. For cost-sensitive production traffic, LongCat-Flash-Lite 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 LongCat-Flash-Lite and Muse Glimmer-30B in my app?

    Yes. Call LongCat-Flash-Lite through Meituan and Muse Glimmer-30B through Meta 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 LongCat-Flash-Lite vs Muse Glimmer-30B pricing data?

    List rates are the latest published Meituan API pricing and Meta API pricing, quoted per million tokens. Official rate sheets: https://anotherwrapper.com/tools/llm-pricing and https://llama.meta.com/. 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 LongCat-Flash-Lite and Muse Glimmer-30B?

    LongCat-Flash-Lite supports up to 128K output tokens per request, while Muse Glimmer-30B supports up to an unspecified number of 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, LongCat-Flash-Lite or Muse Glimmer-30B?

    LongCat-Flash-Lite has a measured throughput of approximately 500 tokens/second. Throughput data for Muse Glimmer-30B 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 LongCat-Flash-Lite vs Muse Glimmer-30B comparison?

    Use the model pickers at the top of this LLM comparison. Search any model in the index and the URL updates. Open LongCat-Flash-Lite or Muse Glimmer-30B from the sidebar for the single-model API pricing page, or go back to the LLM pricing table to sort by cheapest blended cost.

    LongCat-Flash-Lite vs Muse Glimmer-30B pricing

    This comparison covers API pricing, context window, throughput, and benchmark scores. LongCat-Flash-Lite costs $0.10/M input and $0.40/M output. Muse Glimmer-30B costs $0.35/M input and $1.50/M output.

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

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