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  2. /Model
  3. /MiniMax
  4. /minimax-m2.5 / web-search
MiniMax
Minimax M2.5
$ 
MiniMax stands as a formidable contender in the large language model arena, specifically optimized for high-performance multilingual tasks and complex reasoning. By choosing MiniMax through the GPTProto platform, developers access a system capable of handling massive context windows while maintaining exceptional nuance in both English and Chinese. Unlike traditional providers that lock you into rigid monthly tiers, GPTProto offers MiniMax with a transparent pay-as-you-go model. This allows you to scale your AI applications dynamically, ensuring that you only pay for the MiniMax tokens you actually consume, without the burden of expiring monthly credits.

Modalities

Input: TextInput: Document
Output: Text

/

Context

API Usage Examples
$ 
curl --request POST "https://gptproto.com/v1/chat/completions" \
  --header "Authorization: Bearer $GPTPROTO_API_KEY" \
  --header "Content-Type: application/json" \
  --data '{
    "model": "MiniMax-M2.5",
    "messages": [
      {
        "role": "user",
        "content": "Hello"
      }
    ]
  }'
Minimax M2.5 pricing

Chat, coding agents & document work. Priced per 1M tokens — input, cached input and output are billed separately. GPTProto is 20% below official rates.

Your usage

MiniMax · ≈ 148M tokens/mo (48M cached)

OpenRouter
List + 5.5% credit fee
$36.97
per month
Input (non-cached)$10.1279
Cache read$1.5191
Output$25.32
MiniMax
Direct from MiniMax (list price)
$35.04
per month
Input (non-cached)$9.6
Cache read$1.44
Output$24
BEST VALUE
GPTProto
20% off official
$28.03
per month
After discount$28.03
Effective$28.03
Monthly cost by source
OpenRouter
$36.97
MiniMax
$35.04
GPTProto
$28.03
Save $7.01 / month
on GPTProto vs MiniMax (−20%)
Annual savings ≈ $84.10 · pay as you go

OpenRouter costs include its ~5.5% credit purchase fee. GPTProto applies a per-model discount (10–30% off) and your bonus credits are also spent at discounted rates — savings compound. Estimates assume a 60% cache hit rate.

Related Models
All Models
Minimax M2.5
Current
$ 
byMiniMax205K context$0.24/M input$0.96/M output
DeepSeek Flash
$ 
byDeepSeek$0.3/M input$1.2/M output
Hy4 Preview
$ 
byHunyuan1.05M context$0.7923/M input$2.376/M output
GPT 6 Astra
$ 
byOpenAI1.05M context$8/M input$40/M output
Gemini 3.8 Flash
$ 
byGoogle1.05M context$0.9/M input$4.5/M output
Claude Fable 5.1
$ 
byClaude1M context$9/M input$45/M output
Qwen3.8 Max 0902
$ 
byQwen1M context$1.8/M input$5.4/M output
GLM 5.3 Flash
$ 
byZ-AI1.31M context$0.15/M input$0.5/M output
DeepSeek v4 Flash Vision Exp
$ 
byDeepSeek1.05M context$0.3/M input$1.2/M output
GLM 5.3
$ 
byZ-AI1.31M context$1.26/M input$3.96/M output
Gemini 3.7 Flash
$ 
byGoogle1.05M context$0.9/M input$4.5/M output
Grok 4.6
$ 
byGrok500K context$1.2/M input$3.6/M output
Qwen3.8 Max
$ 
byQwen1M context$1.8/M input$5.4/M output
Claude Opus 5
$ 
byClaude1M context$4.5/M input$22.5/M output
Gemini 3.6 Flash
$ 
byGoogle1.05M context$0.9/M input$4.5/M output
Kimi K3
$ 
byMoonshotAI1.05M context$2.7/M input$13.5/M output
GPT 5.6 Luna
$ 
byOpenAI1.05M context$0.16/M input$0.96/M output
GPT 5.6 Terra
$ 
byOpenAI1.05M context$1.6/M input$9.6/M output
Grok 4.5
$ 
byGrok500K context$1.2/M input$3.6/M output
Claude Sonnet 5
$ 
byClaude1M context$1.8/M input$9/M output
Minimax M3
$ 
byMiniMax1.05M context$0.48/M input$0.96/M output
GLM 5.2
$ 
byZ-AI1.05M context$1.26/M input$3.96/M output
Qwen3.7 Max
$ 
byQwen1M context$0.36/M input$1.44/M output
DeepSeek v4 Flash
$ 
byDeepSeek1.05M context$0.3/M input$1.2/M output
Grok 4.3
$ 
byGrok1M context$0.75/M input$1.5/M output
Kimi K2.6
$ 
byMoonshotAI262K context$0.855/M input$3.6/M output
Kimi K2.5
$ 
byMoonshotAI262K context$0.54/M input$2.7/M output
Doubao Seed 1.6 Thinking (Build 250715)
$ 
byBytedance262K context$0.0971/M input$0.9714/M output
Doubao Seed 1.6 Thinking (Build 250615)
$ 
byBytedance262K context$0.0971/M input$0.9714/M output
Doubao Seed 1.6 Flash (Build 250615)
$ 
byBytedance262K context$0.0182/M input$0.1821/M output
ModelInput → Output
Minimax M2.5Current
$ 
205K$0.24 / $0.96 per 1M$0.30 / $0.02 per 1M
Input: TextInput: Document
Output: Text
DeepSeek Flash
$ 
——$0.30 / $1.20 per 1M— / $0.006 per 1M
Input: TextInput: Image
Output: Text
Hy4 Preview
$ 
1.05M$0.79 / $2.38 per 1M— / $0.04 per 1M
Input: Text
Output: Text
GPT 6 Astra
$ 
1.05M$8.00 / $40.00 per 1M$10.00 / $0.80 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.8 Flash
$ 
1.05M$0.90 / $4.50 per 1M$0.60 / $0.09 per 1M
Input: TextInput: ImageInput: VideoInput: DocumentInput: Audio
Output: Text
Claude Fable 5.1
$ 
1M$9.00 / $45.00 per 1M$11.25 / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Qwen3.8 Max 0902
$ 
1M$1.80 / $5.40 per 1M$2.25 / $0.23 per 1M
Input: TextInput: ImageInput: VideoInput: DocumentInput: Audio
Output: Text
GLM 5.3 Flash
$ 
—1.31M$0.15 / $0.50 per 1M— / $0.03 per 1M
Input: TextInput: ImageInput: VideoInput: Document
Output: Text
DeepSeek v4 Flash Vision Exp
$ 
—1.05M$0.30 / $1.20 per 1M— / $0.006 per 1M
Input: TextInput: Image
Output: Text
GLM 5.3
$ 
1.31M$1.26 / $3.96 per 1M— / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.7 Flash
$ 
1.05M$0.90 / $4.50 per 1M$0.60 / $0.09 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.6
$ 
500K$1.20 / $3.60 per 1M— / $0.30 per 1M
Input: TextInput: Image
Output: Text
Qwen3.8 Max
$ 
1M$1.80 / $5.40 per 1M$2.25 / $0.23 per 1M
Input: TextInput: ImageInput: VideoInput: Document
Output: Text
Claude Opus 5
$ 
1M$4.50 / $22.50 per 1M$5.63 / $0.45 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.6 Flash
$ 
1.05M$0.90 / $4.50 per 1M$0.60 / $0.09 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Kimi K3
$ 
1.05M$2.70 / $13.50 per 1M$0.27 / $0.27 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Luna
$ 
1.05M$0.16 / $0.96 per 1M$0.20 / $0.02 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Terra
$ 
1.05M$1.60 / $9.60 per 1M$2.00 / $0.16 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.5
$ 
500K$1.20 / $3.60 per 1M$0.30 / $0.30 per 1M
Input: TextInput: Image
Output: Text
Claude Sonnet 5
$ 
1M$1.80 / $9.00 per 1M$2.25 / $0.18 per 1M
Input: TextInput: Document
Output: Text
Minimax M3
$ 
1.05M$0.48 / $0.96 per 1M$0.10 / $0.10 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GLM 5.2
$ 
1.05M$1.26 / $3.96 per 1M$0.23 / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Qwen3.7 Max
$ 
1M$0.36 / $1.44 per 1M$0.07 / $0.07 per 1M
Input: TextInput: Document
Output: Text
DeepSeek v4 Flash
$ 
—1.05M$0.30 / $1.20 per 1M— / $0.006 per 1M
Input: Text
Output: Text
Grok 4.3
$ 
1M$0.75 / $1.50 per 1M$0.12 / $0.12 per 1M
Input: TextInput: Image
Output: Text
Kimi K2.6
$ 
262K$0.85 / $3.60 per 1M$0.14 / $0.14 per 1M
Input: TextInput: Document
Output: Text
Kimi K2.5
$ 
262K$0.54 / $2.70 per 1M$0.09 / $0.09 per 1M
Input: TextInput: Document
Output: Text
Doubao Seed 1.6 Thinking (Build 250715)
$ 
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Thinking (Build 250615)
$ 
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Flash (Build 250615)
$ 
262K$0.02 / $0.18 per 1M—
Input: TextInput: Image
Output: Text

MiniMax API: High-Performance Multilingual Intelligence and Integration

Exploring the next generation of large language models? You can browse MiniMax and other models right here on GPTProto to find the perfect fit for your application.

When I first tested MiniMax, the immediate standout was its handling of non-English syntax. Many AI models claim to be multilingual, but MiniMax actually understands the cultural nuances and technical jargon across diverse languages. It’s not just translating; it’s reasoning in the native tongue. For developers building global products, the MiniMax API offers a level of sophistication that prevents those awkward 'AI-sounding' translations that plague cheaper models.

Why Developers Are Switching to MiniMax for Production APIs

The stability of the MiniMax API has become a talking point in the dev community. While some bigger names suffer from frequent downtime or 'lazy' responses, MiniMax remains consistent. It handles long-form content generation and structured data extraction with a level of precision that makes it ideal for enterprise-grade automation. On GPTProto, we’ve seen users migrate their workflows to MiniMax because they need that specific balance of speed and logic.

You can monitor your API usage in real time to see exactly how MiniMax performs under heavy loads. The latency is impressively low, especially considering the complexity of the underlying architecture. Whether you are building a customer service bot or a complex coding assistant, MiniMax provides the reliable backbone required for modern software.

MiniMax isn't just another LLM; it is a refined engine that bridges the gap between raw computational power and human-like linguistic fluidity, making it a top choice for developers who refuse to compromise on quality.

MiniMax Coding Performance That Outshines Later Versions

I’ve used MiniMax for several Python and JavaScript projects, and its ability to maintain context over thousands of lines of code is remarkable. The MiniMax model doesn't just guess the next token; it seems to grasp the architectural intent of the file. This makes the MiniMax API a secret weapon for technical teams who need to automate code reviews or generate boilerplate for complex microservices. To get started, you can read the full API documentation for specific integration steps.

How to Get the Best Results From MiniMax's API

Optimizing your prompts for MiniMax requires a slightly different approach than you might use for GPT-4. MiniMax responds exceptionally well to few-shot prompting and explicit constraints. If you tell MiniMax exactly what role to play, the output quality jumps significantly. Many teams use MiniMax for role-playing and creative writing because it lacks the stiff, over-sanitized tone found in other popular AI models.

MiniMax vs Standard Models on GPTProto

When comparing MiniMax to other industry leaders, the value proposition becomes clear. Below is a comparison of how MiniMax stacks up against other options available on our platform.

FeatureMiniMaxGPT-4oClaude 3.5
Multilingual AccuracyExceptionalHighHigh
Context Window128k+128k200k
Reasoning SpeedVery FastFastModerate
Cost per 1M TokensCompetitiveStandardPremium

As you can see, MiniMax holds its own, particularly where speed and cost-efficiency are concerned. On GPTProto, you can manage your API billing and switch between these models instantly to test which one fits your specific use case best.

What Makes MiniMax Different From GPT-4o?

One of the core differences lies in the training data distribution. MiniMax has a deeper pool of Asian linguistic data, which gives it a significant edge in markets like Singapore, Japan, and China. However, its English performance is equally robust, often matching or exceeding GPT-4o in creative tasks. If your application serves a global audience, having the MiniMax API in your stack isn't just an option—it's a competitive necessity.

We also encourage our community to stay updated. You can stay informed with AI news and trends to see how MiniMax evolves as the company releases new iterations. The rapid pace of development at MiniMax ensures that the API remains at the forefront of the industry.

Implementing MiniMax Without Monthly Subscription Fees

One of the biggest hurdles for startups is the recurring cost of AI subscriptions. At GPTProto, we remove that barrier. You can access the MiniMax API through our platform with a simple top-up system. No monthly fees, no 'use it or lose it' credits. This flexible pay-as-you-go pricing model is designed for developers who need to scale up or down based on actual traffic.

If you're looking to expand your toolkit further, explore AI-powered image and video creation tools that complement the text-based power of MiniMax. Combining these capabilities allows for the creation of truly immersive AI experiences. Don't forget that you can also earn commissions by referring friends to GPTProto, helping more developers discover the power of the MiniMax API.

Expert Tips for MiniMax Integration

When integrating the MiniMax API, always ensure you are handling the stream responses correctly. MiniMax supports streaming, which is essential for creating a responsive user experience. Also, consider using the MiniMax model for summarization tasks; its ability to condense long documents without losing the core argument is one of the best in the AI space. For more deep-dives, learn more on the GPTProto tech blog where we post regular updates on model optimization.

MiniMax FAQ: Everything You Need to Know

Common questions and expert answers about the MiniMax AI model and API integration on GPTProto.

What is MiniMax and how do I access it?

MiniMax is a sophisticated large language model designed for high-performance reasoning and multilingual tasks. You can access the MiniMax API directly through GPTProto by creating an account and using our unified API endpoint.

How does MiniMax compare to GPT-4o?

MiniMax offers comparable reasoning capabilities to GPT-4o but often excels in multilingual contexts and creative writing. Many users find the MiniMax API to be more cost-effective for high-volume production environments.

Does MiniMax support long context windows?

Yes, MiniMax supports extensive context windows (up to 128k tokens or more depending on the version), allowing you to process large documents and maintain long conversations without losing the MiniMax model's thread.

Is there a monthly fee for the MiniMax API on GPTProto?

No, GPTProto uses a pay-as-you-go system. You simply top up your balance and use the MiniMax API as needed. Your funds never expire, and there are no forced monthly subscriptions for MiniMax access.

Can I use MiniMax for coding tasks?

Absolutely. MiniMax is highly proficient in various programming languages. Many developers use the MiniMax API for code generation, debugging assistance, and technical documentation.

How secure is my data when using MiniMax?

At GPTProto, we prioritize privacy. When you use the MiniMax API through our platform, your data is handled according to enterprise-grade security standards to ensure your proprietary information remains safe.

What are the primary languages supported by MiniMax?

While MiniMax is world-class in English and Chinese, it also demonstrates strong proficiency in dozens of other languages, making the MiniMax model a global solution for international businesses.

Why is my MiniMax API call returning an error?

Common issues include insufficient balance or incorrect formatting. Ensure your API key is active and check the GPTProto dashboard to monitor your MiniMax usage and billing status.

Does MiniMax have a personality or specific tone?

MiniMax is known for being less 'robotic' than some competitors. You can further customize the tone of the MiniMax API output by providing clear system instructions during the request.

Can MiniMax handle structured data like JSON?

Yes, MiniMax is excellent at following formatting instructions. You can use the MiniMax API to extract information from text and return it in perfectly valid JSON or XML formats.

How do I optimize MiniMax for speed?

To get the fastest results from the MiniMax API, use concise prompts and set a lower 'max_tokens' limit if you only need short responses. Streaming the MiniMax output also improves perceived speed.

Is MiniMax suitable for real-time applications?

Yes, due to its low latency and high reliability, the MiniMax API is an excellent choice for real-time chatbots, live translation tools, and interactive AI agents.

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GPT Proto

Empowering AI Innovation with Global Scale and Stability:

With our flagship product GPT Proto, we offer a unified interface to access and combine APIs from the world's leading AI providers—spanning text, vision, speech, and beyond. We empower developers and enterprises to simplify integration and accelerate innovation without limits.

Global Infrastructure, Local Compliance:

To ensure enterprise-grade reliability and compliance, Talent Tech Global Limited operates specifically as our global Billing and Contracting Entity. Meanwhile, our core technical infrastructure and R&D teams are strategically distributed across global innovation hubs, including Silicon Valley, Singapore, and Hong Kong.

Built to Scale:

We understand that stability is paramount. Our platform is built on a robust, decentralized architecture supporting dynamic Auto-scaling. Whether you are running a pilot or handling millions of concurrent requests, our system expands instantly to meet demand—guaranteeing that your business never outgrows our infrastructure.

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Features

  • AI Cat Dance Video Generator
  • AI Story Board Generator
  • Unrestricted AI Video Generator
  • Cute Wallpaper Generator
  • AI French Kissing Generator
  • AI Age Filter
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  • Anime to Real Life AI
  • Anime AI Art Generator
  • AI Object Remover
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  • AI Image Enhancer Online
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  • AI Passport Photo Maker
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Explore all features >

LLM

  • DeepSeek Flash
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  • Claude Fable 5
  • DeepSeek v4 Pro
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  • Claude Fable 5.1
  • Qwen3.8 Max 0902
  • GLM 5.3 Flash
  • DeepSeek v4 Flash Vision Exp
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  • Kimi K3
  • GPT 5.6 Luna
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Explore all models >

Image

  • GPT Image 2.5 Sunburst
  • GPT Image 2
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  • Midjourney
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  • Seedream 5.0 Pro (Build 260628)
  • Nano Banana 2 Lite (Gemini 3.1 Flash-Lite Image)
  • Nano Banana 2 (Gemini 3.1 Flash Image)
  • Seedream 5.0 (Build 260128)
  • Doubao Seedream 5.0 (Build 260128)
  • Vidu Q2
  • Grok Imagine Image
  • Kling Image O1
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  • Seedream 4.5 (Build 251128)
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  • Grok Imagine 0.9
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Explore all models >

Video

  • Minimax H3
  • Seedance 2.5 (Build 260628)
  • Seedance 2.0 (Build 260128)
  • Seedance 2.0 Mini (Build 260615)
  • Kling v3.0 4k
  • Vidu Q3 Turbo
  • Wan 3.0
  • Kling v3 Omni 4k
  • Seedance 2.0 Fast (Build 260128)
  • Vidu 2.0
  • Doubao Seedance 2.0 (Build 260128)
  • Doubao Seedance 2.0 Fast (Build 260128)
  • Kling v3 Omni Pro
  • Kling v3 Omni Std
  • Kling v3.0 Pro
  • Kling v3.0 Std
  • Vidu Q3 Pro
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  • Vidu Q2 Pro
  • Vidu Q2 Turbo
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