Which is cheaper, LongCat-Flash-Thinking or Muse Glimmer-30B?
As of August 20, 2026, LongCat-Flash-Thinking is 19% cheaper on blended LLM API pricing. LongCat-Flash-Thinking costs $0.30 per million input tokens and $1.20 per million output tokens ($1.50 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-Thinking vs Muse Glimmer-30B cost per million tokens?
LongCat-Flash-Thinking Meituan API pricing is $0.30 input and $1.20 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-Thinking or Muse Glimmer-30B?
Muse Glimmer-30B leads on SWE-bench Verified: LongCat-Flash-Thinking at 59.4% vs Muse Glimmer-30B at 76%. SWE-bench measures real GitHub fixes; LiveCodeBench measures contest programming.
What is the context window for LongCat-Flash-Thinking vs Muse Glimmer-30B?
LongCat-Flash-Thinking supports a 128K token context window, while Muse Glimmer-30B supports 131K tokens. Muse Glimmer-30B 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-Thinking or Muse Glimmer-30B?
Muse Glimmer-30B leads on 2 of 2 shared benchmarks versus LongCat-Flash-Thinking'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-Thinking or Muse Glimmer-30B better for production use?
Both LongCat-Flash-Thinking and Muse Glimmer-30B are production API models. For cost-sensitive production traffic, LongCat-Flash-Thinking 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-Thinking and Muse Glimmer-30B in my app?
Yes. Call LongCat-Flash-Thinking 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-Thinking 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-Thinking and Muse Glimmer-30B?
LongCat-Flash-Thinking 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-Thinking or Muse Glimmer-30B?
LongCat-Flash-Thinking has a measured throughput of approximately 100 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-Thinking 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-Thinking 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.
