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LCOA is a private AI assistant for Windows that runs on your own computer. It is a working beta from two co-founders, and it is early. This page is about the company: who we are, what exists, how it earns money, what is not proven yet and how to reach us. It is accurate as of November 6, 2026.

The company at a glance

The problem

Most AI assistants send a person’s chats and files to someone else’s servers, and give little say over what they change. LCOA starts from the other end: the model runs on the user’s own computer, so there is no meter running on every idea.

The product

LCOA runs the model on the user’s own PC. The user decides how much it may touch, from watching only to running programs. It shows every change before making it, and most changes can be undone.

The roadmap lists what works today, what is being finished and what is only planned.

How it earns money

The team

More about us is on the About page.

The research track

Alongside the product, Ethan has been testing a way to make local models cheaper to run, called Dynamic Neural Assembly. It is research, not a shipped feature. On one laptop, the measured speed of local models matched a memory-bandwidth prediction to within 6 to 20 percent, and a mixture-of-experts model ran about 40 percent faster with half its experts active while getting 19 of 20 easy test questions right, against 20 of 20 with all of them. These are small tests on one machine. They are not a claim that LCOA is faster or better than other assistants, and it has not been compared with them. The notes and the experiment code are available on request.

What is not true yet

Main risks

What we are looking for

Conversations with angels and early-stage funds who back local AI, privacy-first software or developer tools. There is no round open and no amount set: the first step is forming a company, and that needs advice. Intros, advice and criticism are welcome too.

Documents

Contact

Ethan Ganz, ethan@lcoa.ai. Write and you will get a real reply.