Which is cheaper, GLM-4.5-Air or LongCat-Flash-Chat?
As of August 25, 2026, GLM-4.5-Air is 13% cheaper on blended LLM API pricing. GLM-4.5-Air costs $0.20 per million input tokens and $1.10 per million output tokens ($1.30 blended 1M-in + 1M-out). LongCat-Flash-Chat costs $0.30 / $1.20 per million tokens ($1.50 blended). Sources: https://docs.z.ai/guides/overview/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 GLM-4.5-Air vs LongCat-Flash-Chat cost per million tokens?
GLM-4.5-Air Z AI API pricing is $0.20 input and $1.10 output per million tokens via Z AI. LongCat-Flash-Chat Meituan API pricing is $0.30 input and $1.20 output per million tokens via Meituan. Use those four numbers, not ChatGPT Plus or Claude Pro subscription prices, when you are comparing APIs.
Which is better for coding, GLM-4.5-Air or LongCat-Flash-Chat?
LongCat-Flash-Chat leads on SWE-bench Verified: GLM-4.5-Air at 57.6% vs LongCat-Flash-Chat at 60.4%. SWE-bench measures real GitHub fixes; LiveCodeBench measures contest programming.
What is the context window for GLM-4.5-Air vs LongCat-Flash-Chat?
GLM-4.5-Air supports a 131K token context window, while LongCat-Flash-Chat supports 128K tokens. GLM-4.5-Air 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, GLM-4.5-Air or LongCat-Flash-Chat?
GLM-4.5-Air leads on 4 of 7 shared benchmarks versus LongCat-Flash-Chat's 3 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 GLM-4.5-Air or LongCat-Flash-Chat better for production use?
Both GLM-4.5-Air and LongCat-Flash-Chat are production API models. For cost-sensitive production traffic, GLM-4.5-Air 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 GLM-4.5-Air and LongCat-Flash-Chat in my app?
Yes. Call GLM-4.5-Air through Z AI and LongCat-Flash-Chat through Meituan 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 GLM-4.5-Air vs LongCat-Flash-Chat pricing data?
List rates are the latest published Z AI API pricing and Meituan API pricing, quoted per million tokens. Official rate sheets: https://docs.z.ai/guides/overview/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 GLM-4.5-Air and LongCat-Flash-Chat?
GLM-4.5-Air supports up to an unspecified number of output tokens per request, while LongCat-Flash-Chat supports up to 128K 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, GLM-4.5-Air or LongCat-Flash-Chat?
LongCat-Flash-Chat has a measured throughput of approximately 100 tokens/second. Throughput data for GLM-4.5-Air 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 GLM-4.5-Air vs LongCat-Flash-Chat comparison?
Use the model pickers at the top of this LLM comparison. Search any model in the index and the URL updates. Open GLM-4.5-Air or LongCat-Flash-Chat from the sidebar for the single-model API pricing page, or go back to the LLM pricing table to sort by cheapest blended cost.
