Should I start with MiniMax M2.7 or M3?
In BenchLocal V3, MiniMax M2.7 scored 92.05 and MiniMax M3 scored 85.71. Use M3 only after checking your specific workload.
MiniMax API access
MiniMax API gateway and model comparison
GPTokens helps teams evaluate MiniMax models next to other Chinese LLM APIs using one OpenAI-compatible endpoint and consistent benchmark notes.
MiniMax API gateway
Why teams use GPTokens for MiniMax
GPTokens is an independent gateway for developers who want one API key, one billing workflow, and a practical way to compare Chinese LLMs before production.
- MiniMax routes should be compared against Qwen, DeepSeek, and GLM for your own prompts.
- Use benchmark tags to screen candidates, then run production-like tests for latency and cost.
- Avoid assuming one model is best across chat, code, extraction, and agent tasks.
Common use cases
- Model portfolio testing
- Structured output comparison
- Cost testing
- Fallback routing
Model shortlist
MiniMax routes to compare
MiniMax
MiniMax M2.7
MiniMax M2.7 scored 95.38/100 in the four-category BenchLocal V3.2 evaluation, with 55/60 tasks fully correct.
95.38 · BenchLocal V3.2MiniMaxMiniMax M3
MiniMax M3 scored 85.88/100 in the four-category BenchLocal V3.2 evaluation, with 43/60 tasks fully correct.
85.88 · BenchLocal V3.2OpenAI-compatible request
Use GPTokens with existing SDKs
import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.GPTOKENS_API_KEY,
baseURL: "https://gptokens.ai/v1"
});
const response = await client.chat.completions.create({
model: "minimax-m2.7",
messages: [{ role: "user", content: "Compare Chinese LLM routes for my task." }]
});Internal links
Related GPTokens pages
FAQ
Questions developers ask before buying Chinese LLM tokens
Is GPTokens run by a model provider?
No. GPTokens is an independent OpenAI-compatible gateway. It issues GPTokens API keys and routes requests to supported Chinese LLM providers through one account.
Can I use an OpenAI SDK?
Yes. Most integrations only need the GPTokens base URL, a GPTokens API key, and a supported model name from the live model list.
Who is this for?
GPTokens is built for developers and teams in the US, Europe, and other global markets that want to test Chinese LLM APIs without managing separate provider accounts, payment methods, and dashboards.