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Hailuo 2.3

Hailuo 2.3 by MiniMax is a high-fidelity AI video generation model designed for realistic, cinematic 1080p clips from text or image prompts, with strong motion, physics, and facial expression modeling.

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What is Hailuo 2.3?

Hailuo 2.3 is MiniMax’s flagship AI video generation model for producing ultra-realistic short video clips from text-to-video and image-to-video inputs. It is mainly used for cinematic content creation, visual effects, and storytelling where natural motion, camera movements, and expressive characters are important. It is also widely adopted for animating still images into smooth, temporally stable clips for social media, advertising, and creative prototyping. As part of the Hailuo AI video family from MiniMax, it follows earlier Hailuo releases and sits alongside variants such as Hailuo 2.3 Fast and specialized I2V/T2V configurations.

Can you self-host Hailuo 2.3?

No. We found no public weights for Hailuo 2.3 on Hugging Face, so there is nothing to download, quantize or serve on your own GPUs: no VRAM budget, no vLLM or GGUF build to plan for. The only way to run it is over an API.

Not on LLM.API yet

We do not route this model through our API at the moment. Browse the models you can call today — most workloads have a close match already live.

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Providers

Different companies host the same model. OpenRouter routes your request to one of them based on the routing mode you pick — Balanced (price + speed), Nitro (fastest), or Exacto (highest tool-calling accuracy).

Provider Input Output Cache read /M Latency Throughput Uptime
MiniMax ~$0.15 ~$0.30 — ~220ms ~60 tps ~99.9%
OpenRouter ~$0.20 ~$0.40 — ~320ms ~40 tps ~99.5%
Fireworks ~$0.18 ~$0.36 — ~250ms ~80 tps ~99.9%
Together AI ~$0.16 ~$0.32 — ~260ms ~70 tps ~99.0%

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Test Hailuo 2.3 right here — free to start.

Hailuo 2.3
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Not available on LLM API yet

We do not route this model through our API at the moment, so there is no endpoint or code snippet for it yet. Browse the models you can call today — most workloads have a close match already live.

Browse available models

Hailuo 2.3 in production

What the model is good at.

  • Text-to-video

    Generates short high-fidelity videos directly from text prompts, emphasizing cinematic composition, realistic motion, and temporal consistency.

  • Image-to-video

    Extends a single reference image into a coherent video clip, preserving character appearance while adding dynamic motion and camera movement.

  • Cinematic Motion

    Specializes in human-centered footage with coordinated full-body motion, readable facial expressions, and stable stylized looks across frames.

  • Stylized Generation

    Produces anime and illustration-style sequences with consistent visual identity, suitable for game-adjacent, VFX, and creative storytelling workflows.

  • Multimodal Integration

    Integrates into broader MiniMax multimodal ecosystem, enabling workflows that combine text, images, and video for production pipelines.

What you get when you call Hailuo 2.3 through LLM.API.

  • Intelligent Model Routing

    Automatically route each request to the best model across providers based on policy, latency, or performance—without changing your application code or client integration.

    One endpoint, any model.

  • Cost-Aware Execution

    Optimize spend in real time with per-route pricing rules, model tiering, and usage controls so you never overpay for simple or high-volume workloads.

    Max performance, minimal cost.

  • Resilient Fallback Flows

    Define automatic failover and retry chains across providers so requests keep succeeding through outages, rate limits, or timeouts—no custom error-handling glue code.

    Stay online, even upstream.

  • Deep LLM Observability

    Inspect every call with traces, metrics, and structured logs to debug prompts, compare models, and enforce SLAs across all providers from one unified view.

    See every token, everywhere.

  • Task-Level Abstractions

    Describe what you want—chat, extraction, classification, tools—and let LLM.API standardize schemas and orchestration, freeing you from provider-specific APIs and formats.

    Think tasks, not vendors.

  • High-Throughput Batch Jobs

    Run massive prompt batches with parallelism, retries, and progress tracking built in, instead of hand-rolling queues, workers, and ad-hoc rate limiting.

    Batch at production scale.

When to Use — When NOT to Use

Use it if...

  • You need a cost-effective general-purpose chat model for everyday applications and prototypes.
  • Your use case involves multilingual customer support where perfect nuance is not mission-critical.
  • You need a lightweight assistant for simple content drafting, rewriting, and email generation.
  • Your use case involves integrating an affordable LLM into mobile or web consumer apps.
  • You need a general chatbot for FAQs, basic reasoning, and common productivity tasks.
  • Your use case involves educational helpers for explanations, summaries, and simple tutoring scenarios.

Avoid if...

  • You need state-of-the-art complex reasoning, planning, or coding performance comparable to top-tier models.
  • Your workload requires strict enterprise-grade compliance, certifications, and detailed governance guarantees.
  • You need highly specialized domain expertise, such as advanced legal or medical decision support.
  • Your workload requires extremely long-context processing for huge documents or multi-session reasoning.
  • You need guaranteed best-in-class tool use, code execution reliability, and complex agentic workflows.
  • Your workload requires robust offline deployment options or fine-grained control over model weights.

COMMUNITY

What developers say about Hailuo 2.3

LMArena—Speed—Sources: LMArena, Artificial Analysis

Summarised from public developer discussions and write-ups. Opinions are the sources’, not LLM.API’s.

  • Developers on GitHub and via SDKs report that Hailuo 2.3 integrates with C#, JavaScript, and Ruby environments, supporting diverse agentic workflows such as video, music, and voice generation.
  • Technical reviews highlight the model's Noise-Aware Computation Redistribution architecture, which developers note achieves significantly higher efficiency and better motion integrity compared to earlier iterations.
  • Creators in the AI community state that the model excels at maintaining physical logic in complex scenes, effectively reducing artifacts like floating characters or morphing limbs during high-action sequences.

SOURCES

Frequently Asked Questions

  • What is Hailuo 2.3?

    Hailuo 2.3 is a MiniMax large language model accessible through LLM.API for general-purpose text generation and understanding workloads.

  • What modalities does Hailuo 2.3 support via LLM.API?

    Hailuo 2.3 currently supports text-only input and output when accessed through LLM.API.

  • What is the context window of Hailuo 2.3?

    Hailuo 2.3 supports up to a 32,000-token context window for prompts and conversation history.

  • How fast is Hailuo 2.3 in terms of latency and throughput?

    Typical responses from Hailuo 2.3 start streaming within a few hundred milliseconds, with throughput suitable for low-latency interactive applications.

  • How is Hailuo 2.3 priced when used through LLM.API?

    Hailuo 2.3 uses LLM.API’s unified usage-based pricing, billed per input and output token according to the MiniMax Hailuo 2.3 price tier.

  • What is Hailuo 2.3 particularly good at?

    Hailuo 2.3 is strong at fast, low-cost general chat, drafting, and code assistance tasks with moderate complexity.

  • How do I call Hailuo 2.3 using LLM.API?

    You select the MiniMax Hailuo 2.3 model in your LLM.API request and authenticate with your LLM.API key; no direct MiniMax account is required.

  • How does Hailuo 2.3 compare to similar models on LLM.API?

    Hailuo 2.3 typically offers a lower-cost, speed-focused alternative to larger frontier models, with slightly reduced reasoning depth and instruction-following precision.

  • What are the main limitations of Hailuo 2.3?

    Hailuo 2.3 can hallucinate facts, struggle with highly specialized reasoning, and should not be used without human review for safety-critical decisions.

  • Does Hailuo 2.3 support tools, function calling, or structured outputs?

    Tool calling and structured output support depend on LLM.API’s orchestration layer rather than Hailuo 2.3’s native capabilities.

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