Which is cheaper, Grok Code Fast 1 or Magistral Medium?
As of August 25, 2026, Grok Code Fast 1 is 76% cheaper on blended LLM API pricing. Grok Code Fast 1 costs $0.20 per million input tokens and $1.50 per million output tokens ($1.70 blended 1M-in + 1M-out). Magistral Medium costs $2.00 / $5.00 per million tokens ($7.00 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 Magistral Medium cost per million tokens?
Grok Code Fast 1 xAI API pricing is $0.20 input and $1.50 output per million tokens via xAI. Magistral Medium Mistral API pricing is $2.00 input and $5.00 output per million tokens via Mistral AI. 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 Magistral Medium?
Grok Code Fast 1 has a published SWE-bench Verified score of 70.8%. Magistral Medium does not have that eval on this page yet.
What is the context window for Grok Code Fast 1 vs Magistral Medium?
Grok Code Fast 1 supports a 256K token context window, while Magistral Medium supports 40K 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 Magistral Medium?
Grok Code Fast 1 leads on 1 of 1 shared benchmarks versus Magistral Medium'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 Grok Code Fast 1 or Magistral Medium better for production use?
Both Grok Code Fast 1 and Magistral Medium are production API models. For cost-sensitive production traffic, Grok Code Fast 1 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 Magistral Medium in my app?
Yes. Call Grok Code Fast 1 through xAI and Magistral Medium through Mistral AI 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 Magistral Medium pricing data?
List rates are the latest published xAI API pricing and Mistral 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 Magistral Medium?
Grok Code Fast 1 supports up to 10K output tokens per request, while Magistral Medium 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, Grok Code Fast 1 or Magistral Medium?
Grok Code Fast 1 has a measured throughput of approximately 76.4 tokens/second. Throughput data for Magistral Medium 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 Grok Code Fast 1 vs Magistral Medium 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 Magistral Medium from the sidebar for the single-model API pricing page, or go back to the LLM pricing table to sort by cheapest blended cost.
