On-device layer for AI model makers & products

Deploy and run models of any architecture directly on user devices.

On-device layer for AI model makers & products.

Deploy and run models of any architecture directly on user devices.

Trusted + backed by leading AI funds and individuals

Trusted + backed by leading AI funds & individuals

Trusted + backed by leading AI funds and individuals

Trusted + backed by leading AI funds & individuals

Run your models natively on Apple devices

Mirai extends your models reach to user devices. Running local inference for speed and privacy, while freeing your cloud GPUs for what truly needs scale.

Cloud stays essential

Keep your existing infrastructure. Let it focus on what the cloud does best: training, reasoning, and scale.

Devices got powerful

Modern computer and mobile chips can now run real inference. Use that local power.

Latency belongs local

Running inference on-device keeps chat and voice instant, the kind of speed no cloud can deliver.

Privacy is native

Local inference filters, analyzes, and syncs only what’s safe. Giving full trust and control.

Run your models natively on Apple devices

Mirai extends your models reach to user devices. Running local inference for speed and privacy, while freeing your cloud GPUs for what truly needs scale.

Cloud stays essential

Keep your existing infrastructure. Let it focus on what the cloud does best: training, reasoning, and scale.

Devices got powerful

Modern computer and mobile chips can now run real inference. Use that local power.

Latency belongs local

Running inference on-device keeps chat and voice instant, the kind of speed no cloud can deliver.

Privacy is native

Local inference filters, analyzes, and syncs only what’s safe. Giving full trust and control.

For model makers

Extend your model beyond the cloud

Keep your inference backend. Add Mirai to process part of your user requests directly on user devices.

Keep your inference backend. Add Mirai to expose part of your pipeline on user devices

Key benefits

Instant, private inference with near-zero latency and full data privacy.

Route requests between device and cloud based on your custom rules.

Add and run any custom model architecture.

Granular access control. Choose which developers can access models.

Mirror your existing pricing. Tokens, licenses, revshare.

Built natively for iOS and macOS

Fastest inference engine built from scratch for Apple devices with performance in mind

Fastest inference engine built from scratch for Apple devices with performance in mind

Outpeforming

MLX

MLX

llama.cpp

Metric

16 Pro Max (A18 Pro)

M1 Ultra

M2

M4 Max

Metric

16 Pro Max (A18 Pro)

M1 Ultra

M2

M4 Max

Time to first token, s

0.303

0.066

0.188

0.041

Time to first token, s

0.303

0.066

0.188

0.041

Tokens per sec, t/s

20.598

197.093

35.572

172.276

Tokens per sec, t/s

20.598

197.093

35.572

172.276

* Llama-3.2-1B-Instruct, float16 precision, 37 input tokens

16 Pro Max (A18 Pro)

0.303

Time to first token, s

20.598

Tokens per sec, t/s

M1 Ultra

0.066

Time to first token, s

197.0

Tokens per sec, t/s

M2

0.188

Time to first token, s

35.572

Tokens per sec, t/s

M4 Max

0.041

Time to first token, s

172.276

Tokens per sec, t/s

* Llama-3.2-1B-Instruct, float16 precison, 37 input tokens

For developers

Easily integrate modern AI pipelines into your app

Free 10K Devices

Try Mirai SDK for free

Drop-in SDK for local + cloud inference.

Model conversion + quantization handled.

Local-first workflows for text, audio, vision.

One developer can get it all running in minutes.

  • Gemma

  • Polaris

  • HuggingFace

  • DeepSeek

  • Llama

  • Qwen

Users don’t care where your model runs. They care how it feels.

Mirai makes real-time, device-native experiences that feels seamless for the users.

Fast responses for text and audio.

Offline continuity. No network, no break.

Consistent latency. Even under load.

We have partnered with Baseten to deliver faster and easier hybrid AI, where you can run models locally or in the cloud using the same API

We have partnered with Baseten to deliver faster and easier hybrid AI, where you can run models locally or in the cloud using the same API

Run your models locally. Free your cloud

Run your models locally. Free your cloud

Deploy and run models of any architecture directly on user devices.