Your models. Every Apple device.
The fastest inference engine for Apple Silicon.
Your models. Every Apple device. The fastest inference engine for Apple Silicon.
Your models.
Every Apple device.
The fastest inference engine for Apple Silicon.



Convert, optimize, distribute & run your models on Apple devices.



Convert.
Convert and optimize your model for edge devices.
One line model conversion.
Quantize with outstanding quality.
A lot of supported architectures out of the box.
Benchmark.
Distribute.
Run.
Convert.
Convert and optimize your model for edge devices.
One line model conversion.
Quantize with outstanding quality.
A lot of supported architectures.
Benchmark.
Distribute.
Run.
Convert.
Convert and optimize your model for edge devices.
One line model conversion.
Quantize with outstanding quality.
A lot of supported architectures.
Benchmark.
Distribute.
Run.
What Apple Silicon delivers today with Mirai.
0
0
%
%
Real-world AI queries
Real-world AI queries
Real-world AI queries
Can be served locally on consumer hardware.
Can be served locally on consumer hardware.
0
0
TOPS
TOPS
Neural Engine on M4
Neural Engine on M4
Neural Engine on M4
Mirai squeezes everything out of it.
Mirai squeezes everything out of it.
0
0
GB/s
GB/s
Unified memory bandwidth on M4
Unified memory bandwidth on M4
Memory bandwidth on M4
Your model loads once, runs everywhere on chip.
Your model loads once, runs everywhere on chip.
0
0
t/s
t/s
Qwen3-0.6B on M4 Max
Qwen3-0.6B on M4 Max
Qwen3-0.6B on M4 Max
Fast real-time generation on device.
Fast real-time generation on device.
Use cases that benefit from local inference.
Text
Text
Text
Summarization & extraction
Documents, emails, meeting notes
Summarization & extraction
Documents, emails, meeting notes
Summarization & extraction
Documents, emails, meeting notes
Classification
Intent detection, content tagging
Classification
Intent detection, content tagging
Classification
Intent detection, content tagging
Routing
Easily route complex requests to cloud model
Routing
Easily route complex requests to cloud model
Routing
Easily route complex requests to cloud model
Translation
With no internet connection
Translation
With no internet connection
Translation
With no internet connection
Voice coming soon
Voice coming soon
Voice coming soon
Speech-to-text
Real-time transcription on device
Speech-to-text
Real-time transcription on device
Speech-to-text
Real-time transcription on device
Text-to-speech
Easily narration of the text
Text-to-speech
Easily narration of the text
Text-to-speech
Easily narration of the text
Speech-to-speech
Translation and voice assistants
Speech-to-speech
Translation and voice assistants
Speech-to-speech
Translation and voice assistants
Voice commands
Predictable outputs
Voice commands
Predictable outputs
Voice commands
Predictable outputs
We built on-device native inference layer for Apple Silicon.
Seamless distribution.
Your model works on every Apple device.
Reach every Apple device.
Your model runs faster on Mirai than any other on-device runtime.
Performance without compromise.
Convert from Hugging Face. Quantize, optimize, distribute.
One conversion pipeline.
Offline by default.
Zero inference cost.
Data stays on device.

Seamless distribution.
Real-time features.
Consistent UX.
Simpler code.
Offline by default.
Zero inference cost.
Data stays on device.
Seamless distribution.
Reach every Apple device.
Performance without compromise.
One conversion pipeline.
Offline by default.
Zero inference cost.
Data stays on device.
Supported models
Supported models:
Route models between device and cloud.
Route models between device and cloud.
Run compact models locally on Apple Silicon. Route larger workloads to cloud infrastructure when necessary.
Reduce cloud cost.
Maintain full control.
Keep sensitive data on user device.
Route models between device and cloud.
Run compact models locally on Apple Silicon. Route larger workloads to cloud infrastructure when necessary.
Reduce cloud cost.
Maintain full control.
Keep sensitive data on user device.



Common questions:
How does model support work?
How does model support work?
How does model support work?
What architectures are supported?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
What architectures are supported?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
What architectures are supported?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
How does Mirai compare to other inference engines?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
How does Mirai compare to other inference engines?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
How does Mirai compare to other inference engines?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
What is the maximum supported model size?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
What is the maximum supported model size?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
What is the maximum supported model size?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
How can I run benchmarks myself?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
How can I run benchmarks myself?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
How can I run benchmarks myself?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
How can we discuss a specific use case?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
How can we discuss a specific use case?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.
How can we discuss a specific use case?
Framer is a design tool that allows you to design websites on a freeform canvas, and then publish them as websites with a single click.