---
title: GPU Kernel & Pipeline Acceleration | SpinForge
url: https://spin-forge.com/engineering/kernels
description: Profile a computational pipeline, tune or replace its bottleneck kernels, and deliver tested implementation changes.
---

COMPUTATIONAL PERFORMANCE [The full offering ](https://spin-forge.com/platform)

# Go beyond
the bottleneck.

Profile a computational pipeline, tune or replace its bottleneck kernels, and deliver tested implementation changes.

[Scope this engagement](https://spin-forge.com/contact?product=engineering/kernels)

INDICATIVE PROJECT RANGE $100,000–$350,000

One agreed program. Defined deliverables and acceptance.

[All engineering offers](https://spin-forge.com/engineering)

WHAT YOU RECEIVE

## A defined program.
A usable result.

GPU engineers, scientific-computing teams and runtime developers.

01

### Pipeline profile and correctness reference

02

### Kernel tuning or replacement implementation

03

### End-to-end performance and correctness report

THE RIGHT TOOLS

## Built around
your requirements.

We select the applications and qualified engines that fit the accepted workload. Not every engagement requires the complete platform.

[SpinKernel](https://spin-forge.com/spinkernel) [SpinProof](https://spin-forge.com/spinproof)

Assessment or integration already included in this program is not billed again. Infrastructure, taxes, additional work and ongoing runtime rights are specified separately. No universal performance improvement is promised before qualification.