Which is cheaper, Grok Code Fast 1 or LongCat-Flash-Chat?
As of August 21, 2026, LongCat-Flash-Chat is 12% cheaper on blended LLM API pricing. LongCat-Flash-Chat costs $0.30 per million input tokens and $1.20 per million output tokens ($1.50 blended 1M-in + 1M-out). Grok Code Fast 1 costs $0.20 / $1.50 per million tokens ($1.70 blended). Sources: https://docs.x.ai/docs/models 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 Grok Code Fast 1 vs LongCat-Flash-Chat cost per million tokens?
Grok Code Fast 1 xAI API pricing is $0.20 input and $1.50 output per million tokens via xAI. 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, Grok Code Fast 1 or LongCat-Flash-Chat?
Grok Code Fast 1 leads on SWE-bench Verified: Grok Code Fast 1 at 70.8% vs LongCat-Flash-Chat at 60.4%. SWE-bench measures real GitHub fixes; LiveCodeBench measures contest programming.
What is the context window for Grok Code Fast 1 vs LongCat-Flash-Chat?
Grok Code Fast 1 supports a 256K token context window, while LongCat-Flash-Chat supports 128K tokens. Grok Code Fast 1 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, Grok Code Fast 1 or LongCat-Flash-Chat?
Grok Code Fast 1 leads on 2 of 3 shared benchmarks versus LongCat-Flash-Chat's 1 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 Grok Code Fast 1 or LongCat-Flash-Chat better for production use?
Both Grok Code Fast 1 and LongCat-Flash-Chat are production API models. For cost-sensitive production traffic, LongCat-Flash-Chat 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 Grok Code Fast 1 and LongCat-Flash-Chat in my app?
Yes. Call Grok Code Fast 1 through xAI 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 Grok Code Fast 1 vs LongCat-Flash-Chat pricing data?
List rates are the latest published xAI API pricing and Meituan API pricing, quoted per million tokens. Official rate sheets: https://docs.x.ai/docs/models 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 Grok Code Fast 1 and LongCat-Flash-Chat?
Grok Code Fast 1 supports up to 10K 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, Grok Code Fast 1 or LongCat-Flash-Chat?
Grok Code Fast 1 runs at approximately 76.41 tokens/second while LongCat-Flash-Chat runs at 100 tokens/second. LongCat-Flash-Chat 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 Grok Code Fast 1 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 Grok Code Fast 1 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.
