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Luminal

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Luminal

Making AI run fast on any hardware.

luminal.com
1-10
B2B

Company research

Public company, workplace, funding, and market signals

Updated Jul 30, 2026

Overview

Luminal is a San Francisco-based AI infrastructure startup building an open-source, search-based inference compiler that turns PyTorch models into optimized GPU and accelerator code for faster, cheaper production inference.

Primary product

An open-source inference compiler / serverless inference stack for PyTorch workloads

Founded

2025

Headquarters

San Francisco, California, United States

Team size

1-10

Work style

Onsite

Industry

Software Development

Sub-industry

AI infrastructure / inference compiler

Offices

San Francisco, California 94107 (HQ)
San Francisco, California, United States

Business model

open-source software
serverless inference cloud
enterprise software

Funding

Stage

seed

Total raised

$5.9M

Latest round

Seed · Nov 2025

Latest amount

$5.3M

Seed

Nov 2025 · Felicis Ventures

$5.3M

Pre-seed

Aug 2025

$125K

Accelerator / pre-seed

Jul 2025 · Y Combinator

$500K

People & investors

Leadership

Joe Fioti

Co-founder / CEO

Matthew Gunton

Co-founder & CTO

Jake Stevens

Co-founder

Investors

Ben Porterfield
Felicis Ventures
Guillermo Rauch
Liquid 2 Ventures
Palm Drive Capital
Paul Graham
Saga Ventures
Y Combinator

Work & culture

Small, intense, in-person team culture in San Francisco, with an emphasis on ownership, hard work, cooperation, and high responsibility.

Work style

Onsite

Compensation

Public hiring signals point to top-of-market cash plus equity; YC-listed engineering roles showed roughly $150K-$350K salary bands with about 0.15% to 2.00% equity, though this appears role-specific rather than a universal company policy.

Benefits

100% medical, dental, and vision premiums covered for employees and dependents
401(k) match
top-of-market cash compensation
meaningful equity
daily meals
top-spec workstations

Product & market

Pricing

Sales-led custom pricing / talk-to-an-engineer for inference and compute deployments; public materials also suggest usage-based serverless inference and on-prem options.

Differentiators

  • —Open-source compiler core
  • —Search-based / superoptimization approach to kernel generation
  • —Native PyTorch integration via torch.compile
  • —Hardware-agnostic compilation across GPUs and emerging accelerators
  • —Single-line deployment / simplified productionization
  • —Focus on both performance and numerical fidelity

Technology

Rust
PyTorch
CUDA
LLVM
Metal
NVIDIA GPUs
serverless inference
open-source compiler

Customers

Yale researchers
VC-backed startups
research labs
companies running custom models

Competitors

Baseten
Together AI
Tensormesh
Clarifai
CoreWeave
Lambda Labs
Modular
Mako

Scale & contact

Estimated monthly visits

7.5K

contact@luminalai.com

Latest news

Hardware Arbitrage with Luminal and Positron AI

Luminal Blog · May 2026

Luminal announced a partnership with Positron AI to compile models to Positron Atlas and Nvidia Blackwell, highlighting heterogeneous inference as a new backend direction and a public demonstration of its compiler flexibility.

Producing The Perfect Token

Luminal Blog · Apr 2026

Joe Fioti and Luminal discussed inference quality, numeric fidelity, and why preserving token quality matters as they optimize accelerated inference.

Compiling Models to Megakernels

Luminal Blog · Jan 2026

Luminal described its megakernel work, emphasizing automatic generation, fine-grained synchronization, and search-based compiler techniques for higher hardware utilization.

Announcing our $5.3M Seed Round

Luminal Blog · Nov 2025

Luminal announced a $5.3M seed round led by Felicis Ventures, with angels including Paul Graham and Guillermo Rauch.

Luminal raises $5.3 million to build a better GPU code framework

TechCrunch · Nov 2025

TechCrunch covered Luminal's seed financing, team background, and positioning against GPU optimization and inference infrastructure competitors.

Benchmarks / reportsBlogCareersGitHub orgGitHub repoInference calculatorLinkedIn companyWebsiteX / TwitterYC company page
SourcesLuminal homepageLuminal careersLuminal blog seed roundLuminal GitHub repoLuminal GitHub orgY Combinator company pageTechCrunch funding articleLuminal LinkedIn company pageLuminal blogPositron AI partnership post

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