Join the waitlist for Melange Pro & Pro+

On-Device AI for
Everything

On-Device AI for Everything

for any model, on any device, in any framework

for any model,

on any device, in any framework.

Try for free

Try for free

Contact Us

Contact Us

On-Device AI

Why run models locally?

Why run models locally?

Running AI models on your mobile device is

Faster, Cheaper, Safer, and Independent

Running AI models on your mobile device is

Faster, Cheaper, Safer, and Independent

Running AI models on your mobile device is

Faster, Cheaper, Safer, and Independent

No Latency

AI runs in real time without cloud latency

Save Cost

No expensive GPU or Cloud token costs

Full Privacy

All data stays on your personal device

Offline Access

Access from anytime anywhere without internet connection

No Latency

AI runs in real time without cloud latency

Full Privacy

All data stays on your personal device

Save Cost

No expensive GPU or Cloud token costs in real time without cloud latency

Offline Access

Access from anytime anywhere without internet connection

Our Product

Melange : Provide everything
for your local AI

MLange : Provide everything for your
local AI

A platform that finds the best optimization to deploy your own AI model locally for any device

Running AI models on your mobile device is

Faster, Cheaper, Safer, and Independent

Running AI models on your mobile device is

Faster, Cheaper, Safer, and Independent

Built by AI Engineers & Researchers from

Built by AI Engineers & Researchers from

Streamlined Workflow

Deploy in 3 Simple Steps

Deploy in
3 Simple Steps

Deploy in 3 Simple Steps

Go from raw model file to

active mobile app integration in minutes

Go from a raw model file

to active mobile app integration in minutes

Running AI models on your mobile device is

Faster, Cheaper, Safer, and Independent

Step 1: Upload

Step 2: Benchmark

Step 3: Deploy

3 Ways to Upload Your Model

Choose the fastest way to get started. Upload your own model, paste a Hugging Face link, or select from our pre-optimized model library.

Review Benchmark Report

Check latency and accuracy for each target hardware. Choose the best optimized solution for your case.

Copy Code Block & Deploy

Deploy your model with just 3 simple lines of code! Use a ready-to-integrate code snippet with a loop-based logic.

Step 1: Upload

Step 2: Benchmark

Step 3: Deploy

3 Ways to Upload Your Model

Choose the fastest way to get started. Upload your own model, paste a Hugging Face link, or select from our pre-optimized model library.

Review Benchmark Report

Check latency and accuracy for each target hardware. Choose the best optimized solution for your case.

Copy Code Block & Deploy

Deploy your model with just 3 simple lines of code! Use a ready-to-integrate code snippet with a loop-based logic.

Core Capabilities

Quickest & Most Optimized Impact

Quickest & Most Optimized Impact

Quickest & Most Optimized Impact

Cut deployment time from months to hours with automated, hardware-aware optimization

Cut deployment time from months to hours

with automated, hardware-aware optimization

Up to

Up to

0x
0x
0x

faster

faster than CPU

faster

than CPU

than CPU

Unlock full NPU acceleration instantly. Achieve speed 60x faster than CPU and cut model size by 50% for ultra-low latency.

Unlock full NPU acceleration instantly. Achieve speed 60x faster than CPU and cut model size by 50% for ultra-low latency.

Under 6hrs for
implementation

Only 6hrs for implementation

Under 6hrs for
implementation

Turn raw model files into deployed, hardware-optimized mobile SDKs in under 6 hours, replacing months of manual NPU tuning and fragmented management.

Turn raw model files into deployed, hardware-optimized mobile SDKs in under 6 hours, replacing months of manual NPU tuning and fragmented management.

Optimized for the best performance

Optimized for the best performance

Automated deployment with quantization tailored to any specific NPU architectures. Maximize throughput and preserve accuracy without manual engineering.

Automated deployment with quantization tailored to any specific NPU architectures. Maximize throughput and preserve accuracy without manual engineering.

Benchmark on

Benchmark on

0+
0+
0+

mobile devices

mobile devices

Get granular latency and accuracy reports across 200+ real-world devices before you ship a single line of code.

Get granular latency and accuracy reports across 200+ real-world devices before you ship a single line of code.

The ZETIC Advantage

Why Melange?

Why Mélange?

Why Mélange?

Replace months of manual CPU tuning with an automated, NPU-accelerated pipeline that deploys in hours

Replace months of manual CPU tuning with

an automated, NPU-accelerated pipeline that deploys in hours.

Feature

Others

Optimization Workflow

Manual

Processor Chip Compatibility

Limited (CPU focus)

Deployment Complexity

Complex Manual Coding

Deployment Duration

12+ months

Device Testing

Unavailable to verify on global devices

Import Model from

Model Library only

Melange

Fully automated pipeline

CPU + GPU + NPU hybrid acceleration

Simple 3-line code deployment

Ready under 6 hours

Tested on 200+ devices

Model Library + Own Model + HuggingFace Models

Beyond Mobile Devices
Embedded AI Solutions

Beyond Mobile Devices
Embedded AI Solutions

From MCUs to industrial computers

From MCUs to industrial computers

Accelerate Silicon Adoption

Empower clients to benchmark and deploy on your NPUs instantly. Remove technical friction and accelerate your chip sales.

Deploy on Your Infrastructure

Deploy on Your Infrastructure

Need AI in your industrial site? We help you deploy AI models on your infrastructure today.

Need AI in your industrial site?

We help you deploy AI models on your infrastructure today.

Make Your Hardware AI-Ready

Make Your Hardware AI-Ready

Turn your hardware into an effortless AI platform. We handle software integration so your customers can launch without engineering hurdles.

Turn your hardware into an effortless AI platform. We handle software integration so your customers can launch without engineering hurdles.

Accelerate Silicon Adoption

Accelerate Silicon Adoption

Empower clients to benchmark and deploy on your NPUs instantly. Remove technical friction and accelerate your chip sales.

Empower clients to benchmark and deploy on your NPUs instantly. Remove technical friction and accelerate your chip sales.

FAQ

FAQ

Can't find an answer to your question here? Contact us using the link below.

Can't find an answer to your question here?

Contact us using the link below.

Contact Us

Do I need to retrain my model to use Melange?

No. We support TorchScript, TensorFlow and ONNX models directly. Our platform automatically handles conversion and quantization for on-device execution without needing your training data or altering weights

Why use Melange instead of free open-source tools like TFLite or CoreML?

How much cost savings can be achieved by using Melange?

Is on-device AI actually faster than a powerful cloud GPU server?

What happens if a user’s phone is old and doesn't have an NPU?

How difficult is the integration into my existing mobile app?

Begin today

Ship your first
on-device AI App today

Ship your first
on-device AI App today

Start benchmarking and deploying in minutes.
No credit card required for the free tier.

Start benchmarking and deploying in minutes.
No credit card required for the free tier.

Try For Free

Contact Us

Contact Us

Join the waitlist for Melange Pro & Pro+

Get 1 week Free Trial of Pro version.

Join the Waitlist

Join the Waitlist