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  1. Home
  2. /Model
  3. /MiniMax
  4. /hailuo-2.3-fast
MiniMax
hailuo-2.3-fast
Documentation
Documentation
The hailuo 2.3 api delivers a high-throughput, low-latency LLM optimized for real-time apps. With a 128k context window and bilingual excellence, it powers chatbots and video generation with superior speed and cost-efficiency on GPTProto.com.

$ 0.171
$ 0.19

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video

$ 0.171
$ 0.19

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Your request will cost$0per run, for$100you can run this model approximately0times
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hailuo 2.3 api Performance Features

Key technical advantages of the hailuo 2.3 api for enterprise-grade AI applications.

128k Large Context Window

Handle massive documents and long conversations without losing context, thanks to the hailuo 2.3 api's deep memory.

Before · 128k Large Context Window
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128k Large Context Window

Handle massive documents and long conversations without losing context, thanks to the hailuo 2.3 api's deep memory.

Cinematic Video Generation

Beyond text, the hailuo 2.3 api ecosystem enables high-resolution video creation from simple text or image prompts.

Before · Cinematic Video Generation
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Cinematic Video Generation

Beyond text, the hailuo 2.3 api ecosystem enables high-resolution video creation from simple text or image prompts.

High Throughput Architecture

Engineered for 3,000 RPM, the hailuo 2.3 api maintains stability during high-traffic peaks and complex processing.

Before · High Throughput Architecture
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High Throughput Architecture

Engineered for 3,000 RPM, the hailuo 2.3 api maintains stability during high-traffic peaks and complex processing.

Superior Bilingual Mastery

The hailuo 2.3 api outperforms Llama 3.1 on Chinese nuance while matching English MMLU benchmarks for global apps.

Before · Superior Bilingual Mastery
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Superior Bilingual Mastery

The hailuo 2.3 api outperforms Llama 3.1 on Chinese nuance while matching English MMLU benchmarks for global apps.

How to Get a hailuo-2.3-fast API Key

Getting a hailuo-2.3-fast API key takes four steps and a few minutes. Create a free GPTProto account, add credits, generate your key, and make your first call — at $0.171 it's a cheaper hailuo-2.3-fast API key than going direct, and one key works across every model on the platform. Full hailuo-2.3-fast Documentation is in the docs.

Sign up

Sign up

Create your free GPT Proto account to begin. You can set up an organization for your team at any time.

Top up

Top up

Your balance can be used across all models on the platform, including hailuo-2.3-fast, giving you the flexibility to experiment and scale as needed.

Generate your API key

Generate your API key

In your dashboard, create an API key — you'll need it to authenticate when making requests to hailuo-2.3-fast.

Make your first API call

Make your first API call

Use your API key with our sample code to send a request to hailuo-2.3-fast via GPT Proto and see instant AI-powered results.

Get API Key

hailuo 2.3 api FAQ

Get quick answers regarding hailuo 2.3 api integration, performance benchmarks, and video generation capabilities on the GPTProto platform.

How fast is the hailuo 2.3 api response time?

The hailuo 2.3 api is specifically optimized for industry-leading latency. Users typically experience a Time-To-First-Token (TTFT) between 150ms and 300ms. This makes the hailuo 2.3 api roughly 20-30% faster than standard models in the abab-6.5 series, making it ideal for real-time conversational agents and customer-facing chatbots where sub-second responsiveness is critical for maintaining user engagement and retention on your platform.

Does the hailuo 2.3 api support video generation?

Yes, the hailuo 2.3 api ecosystem includes powerful video capabilities. It supports Text-to-Video, Image-to-Video, and Subject-Reference Video generation. While the hailuo-2.3-fast model handles text processing, related hailuo endpoints allow you to generate 6-second cinematic videos at 1080P resolution. You can provide a simple text prompt or a starting frame to create high-quality motion content for social media or marketing use cases.

Is the hailuo 2.3 api compatible with OpenAI SDK?

Absolutely. The hailuo 2.3 api utilizes an OpenAI-compatible schema for both chat completions and tool calling. This means you can easily migrate from models like GPT-4o-mini to the hailuo 2.3 api by simply changing the base URL and the model name in your existing code. No complex refactoring is required, allowing your team to start benefiting from the hailuo 2.3 api's low latency and bilingual strengths immediately with minimal effort.

How does the hailuo 2.3 api handle bilingual content?

The hailuo 2.3 api is a leader in Chinese-English bilingual logic. It outperforms models like Llama 3.1 on Chinese-language nuance and cultural context while maintaining parity with global benchmarks like English MMLU. This dual mastery ensures that the hailuo 2.3 api provides high-fidelity translations and accurate summaries for applications targeting both Western and East Asian markets, reducing the risk of cultural or linguistic errors.

What are the pricing rates for the hailuo 2.3 api?

The hailuo 2.3 api is priced for extreme cost-efficiency. On GPTProto.com, input tokens cost $0.15 per 1M tokens, and output tokens are $0.60 per 1M tokens. Additionally, users can benefit from up to 50% discounts on cached input tokens. This pricing structure ensures that scaling your hailuo 2.3 api usage remains affordable even as your traffic grows, offering a competitive alternative to other 'mini' tier AI models on the market.

Is data sent to the hailuo 2.3 api used for training?

No. Privacy and security are paramount when using the hailuo 2.3 api through GPTProto.com. Data transmitted to the hailuo 2.3 api is not used for model training or fine-tuning by us or the upstream vendor, MiniMax. This commitment to data sovereignty ensures that your proprietary information and user interactions remain confidential, satisfying enterprise-level trust and safety requirements for sensitive applications and data pipelines.

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