Which is cheaper, LongCat-Flash-Lite or Qwen3-235B-A22B-Instruct-2507?
As of August 21, 2026, LongCat-Flash-Lite is 47% 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). Qwen3-235B-A22B-Instruct-2507 costs $0.15 / $0.80 per million tokens ($0.95 blended). Sources: https://anotherwrapper.com/tools/llm-pricing and https://bailian.console.aliyun.com/. The cheapest LLM for your app still depends on how many output tokens you generate.
How much does LongCat-Flash-Lite vs Qwen3-235B-A22B-Instruct-2507 cost per million tokens?
LongCat-Flash-Lite Meituan API pricing is $0.10 input and $0.40 output per million tokens via Meituan. Qwen3-235B-A22B-Instruct-2507 Qwen API pricing is $0.15 input and $0.80 output per million tokens via Qwen. 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 Qwen3-235B-A22B-Instruct-2507?
LongCat-Flash-Lite has a published SWE-bench Verified score of 54.4%. Qwen3-235B-A22B-Instruct-2507 does not have that eval on this page yet.
What is the context window for LongCat-Flash-Lite vs Qwen3-235B-A22B-Instruct-2507?
LongCat-Flash-Lite supports a 256K token context window, while Qwen3-235B-A22B-Instruct-2507 supports 262K tokens. Qwen3-235B-A22B-Instruct-2507 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 Qwen3-235B-A22B-Instruct-2507?
LongCat-Flash-Lite and Qwen3-235B-A22B-Instruct-2507 are tied across 6 shared benchmarks. Check the table for category-level strengths. 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 Qwen3-235B-A22B-Instruct-2507 better for production use?
Both LongCat-Flash-Lite and Qwen3-235B-A22B-Instruct-2507 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 Qwen3-235B-A22B-Instruct-2507 in my app?
Yes. Call LongCat-Flash-Lite through Meituan and Qwen3-235B-A22B-Instruct-2507 through Qwen 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 Qwen3-235B-A22B-Instruct-2507 pricing data?
List rates are the latest published Meituan API pricing and Qwen API pricing, quoted per million tokens. Official rate sheets: https://anotherwrapper.com/tools/llm-pricing and https://bailian.console.aliyun.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 Qwen3-235B-A22B-Instruct-2507?
LongCat-Flash-Lite supports up to 128K output tokens per request, while Qwen3-235B-A22B-Instruct-2507 supports up to 131K 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 Qwen3-235B-A22B-Instruct-2507?
LongCat-Flash-Lite has a measured throughput of approximately 500 tokens/second. Throughput data for Qwen3-235B-A22B-Instruct-2507 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 Qwen3-235B-A22B-Instruct-2507 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 Qwen3-235B-A22B-Instruct-2507 from the sidebar for the single-model API pricing page, or go back to the LLM pricing table to sort by cheapest blended cost.
