Kernelize

Kernelize

Migrates ML models to AI accelerators

Overview

Kernelize helps organizations run AI inference on specialized hardware. It migrates machine learning models from CPU/GPU setups to AI accelerators and optimizes them for that hardware. The process relies on the Triton compiler ecosystem to adapt models, ensure compatibility, and tune performance. By providing targeted compiler and runtime work, Kernelize offers fine-grained control for each accelerator, enabling faster development and deployment of new AI hardware. Compared with others, Kernelize combines deep compiler engineering with hands-on system integration, focusing on de-risking and accelerating the software side of new accelerators for businesses through services like proof-of-concept projects and custom system development. The goal is to help clients achieve efficient, reliable AI inference on their hardware, shorten development cycles, and bring new accelerator solutions to production."}7f32d9a8-1b5b-4e2b-8f8a-9a1a2b1c2d2e{ }? }')->{

Launched Recently

About Kernelize

Simplify's Rating
Why Kernelize is rated
B-
Rated B on Competitive Edge
Rated B on Growth Potential
Rated C on Differentiation

Industries

Data & Analytics

Enterprise Software

AI & Machine Learning

Company Size

1-10

Company Stage

N/A

Total Funding

N/A

Headquarters

Oregon

Founded

2025

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Simplify's Take

What believers are saying

  • Kernelize's June 2026 pricing offers annual subscriptions and four-to-six-month engagements.
  • The platform promises production-ready inference days after model releases, improving accelerator adoption.
  • Kernelize added cross-device inference analysis and regression tracking by June 2026.

What critics are saying

  • Open Core Ventures launched Kernelize in 2025; no funding history signals limited runway.
  • Kernelize depends on Triton and PyTorch ecosystems; upstream shifts can break its product.
  • Incumbent vendor SDKs from NVIDIA, AMD, and hyperscalers compress Kernelize's wedge by 2027.

What makes Kernelize unique

  • Kernelize, founded 2025 by Simon Waters, targets Triton-based accelerator bring-up.
  • Its platform pushes optimization into kernel layers, preserving PyTorch, Triton, and vLLM interfaces.
  • Open Core Ventures launched Kernelize in 2025 to bridge the CUDA moat.

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