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Use Cases

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Autotune your GPU workloads by 2-3X without manual optimization

MakoOptimize uses AI to continuously tune kernels and hyperparameters for ultra-low latency and maximal throughput, all across NVIDIA, AMD, and cloud stacks.

Autotune your GPU workloads by 2-3X without manual optimization

MakoOptimize uses AI to continuously tune kernels and hyperparameters for ultra-low latency and maximal throughput, all across NVIDIA, AMD, and cloud stacks.

Autotune your GPU workloads by 2-3X without manual optimization

MakoOptimize uses AI to continuously tune kernels and hyperparameters for ultra-low latency and maximal throughput, all across NVIDIA, AMD, and cloud stacks.

Autotune your GPU workloads by 2-3X without manual optimization

MakoOptimize uses AI to continuously tune kernels and hyperparameters for ultra-low latency and maximal throughput, all across NVIDIA, AMD, and cloud stacks.

Don’t waste time rewriting workloads

MakoGenerate instantly ports your code without reengineering, accelerating time-to-inference and unlocking hardware flexibility.




Standard Process

1 hour

BASELINE IMPLEMENTATION:

VLLM SERVE MODE1

BASELINE IMPLEMENTATION:

VLLM SERVE MODE1

BASELINE IMPLEMENTATION:

VLLM SERVE MODE1

BASELINE IMPLEMENTATION:

VLLM SERVE MODE1

3-4 WEEKS

ENGINEER TUNES THE SETTING TO ACHIEVE LATENCY CONSTRAINT

ENGINEER TUNES THE SETTING TO ACHIEVE LATENCY CONSTRAINT

ENGINEER TUNES THE SETTING TO ACHIEVE LATENCY CONSTRAINT

ENGINEER TUNES THE SETTING TO ACHIEVE LATENCY CONSTRAINT

100 GPUS

mULTIPLY THE NUMBER OF GPU INSTANCES UNTIL THE NUMBER OF USERS SUPPORTED IS REACHED

mULTIPLY THE NUMBER OF GPU INSTANCES UNTIL THE NUMBER OF USERS SUPPORTED IS REACHED

mULTIPLY THE NUMBER OF GPU INSTANCES UNTIL THE NUMBER OF USERS SUPPORTED IS REACHED

mULTIPLY THE NUMBER OF GPU INSTANCES UNTIL THE NUMBER OF USERS SUPPORTED IS REACHED

Results in weeks

Results in weeks

Uses more GPUS

Uses more GPUS

MakoOptimize

1 hour

MAKO OPTIMIZE MODEL

1 day

MAKO OPTIMIZE TUNES SETTINGS TO ACHIEVE LATENCY CONSTRAINTS

70 gpus

KNOW HOW MANY GPUS YOU HAVE

Results in days

Uses less GPUS

MakoOptimize

1 hour

MAKO OPTIMIZE MODEL

1 day

MAKO OPTIMIZE TUNES SETTINGS TO ACHIEVE LATENCY CONSTRAINTS

70 gpus

KNOW HOW MANY GPUS YOU HAVE

Results in days

Uses less GPUS

MakoOptimize

1 hour

MAKO OPTIMIZE MODEL

1 day

MAKO OPTIMIZE TUNES SETTINGS TO ACHIEVE LATENCY CONSTRAINTS

70 gpus

KNOW HOW MANY GPUS YOU HAVE

Results in days

Uses less GPUS

MakoOptimize

1 hour

MAKO OPTIMIZE MODEL

1 day

MAKO OPTIMIZE TUNES SETTINGS TO ACHIEVE LATENCY CONSTRAINTS

70 gpus

KNOW HOW MANY GPUS YOU HAVE

Results in days

Uses less GPUS

Benefits

Maximize inference throughput and minimize latency.

Fully automated GPU code generation

Reduce GPU infrastructure costs by up to 80%.

Universal deployment

Let engineers focus on innovation, not endless trial-and-error tuning.

Continuous AI-driven optimization

“MakoOptimize’s optimization capabilities and Microsoft Azure’s AI infrastructure makes it easier to scale AI workloads.”

“MakoOptimize’s optimization capabilities and Microsoft Azure’s AI infrastructure makes it easier to scale AI workloads.”

Tom Davis

Partner, Microsoft for Startups Program

Ecosystem & partners

Inference frameworks

Inference frameworks

vLLM, SGLang, custom engines

Hardware

Hardware

NVIDIA H100/H200, AMD MI300X, hybrid cloud GPUs

Use
models

Use
models

From language models (Llama family) to MoE, attention kernels, and beyond

Copyright © 2025 Mako. All rights reserved.

Copyright © 2025 Mako. All rights reserved.

Copyright © 2025 Mako. All rights reserved.

Copyright © 2025 Mako. All rights reserved.