Munorai
Get started
Less waste. More possibility.

AI should help us do more
while wasting less.

Contact us about business use
Why I built this

I believe
we can do better.

Personally built.
Personally funded.

I work in AI, and I’ve seen firsthand how much waste there is. I built this software because I believe we can do better.

I’m paying for it myself because I want to make it easier for people to reduce their waste and get better results, for free.

Many AI companies charge for every token you use. The more you use, the more you pay. I built Munorai to help you get more out of the work that’s already been done.

Having worked with datacenters, I care about where that leads: less unnecessary processing and, ultimately, less datacenters.

Better results should take less, not more.

What that looks like in practice

Less waste.
More possibility.

On the subset of SWE-bench coding tasks we tested, GLM 5.3 Flash using our software matched GLM 5.3’s results.

Greener

65%*

less electricity

Faster

29%*

faster

Cheaper

90%*

lower cost

* All figures are estimated based on testing.

Your starting pointClaude Haiku
A better answerClaude Fable

Get better models for free.

Our software can upgrade your AI response to an answer from a more capable model, at no extra cost.

Fits into your workflow

The agent you already use.
With knowledge worth reusing.

Small choices. Shared change.

Help make less wasteful AI
the everyday choice.

Start with your own AI use. Share the software with someone who could benefit, and encourage businesses to use it too.

Together, we can show that less waste, better results, faster answers, and lower costs matter.

Get started Free for individuals. Business use is priced separately.