Introducing

NEUMAI-S

The Software Layer

NEUMAI-S brings judgement to AI, helping a system tell a solid answer from a shaky one, and hold back when it should. It works with the models you already use, not against them.

Early prototype development

How it works

Knowing when to trust an answer.

Rather than replacing the models you already use, NEUMAI-S works with them, reviewing answers before they're relied on, so a system knows when a result is solid, when it needs a second look, and when to hold back. Getting that right takes more than it looks.

From your model An answer from any model you already use
NEUMAI-S Reviewed
Solid Second look Hold back
To you A result you can rely on or a clear flag when it can't

Simple to use. Not simple to build.

What you get

Built to be trusted.

NEUMAI-S is in early prototype development. The aim is simple: AI you can rely on, because it knows the difference between a solid answer and a guess.

Fewer confident mistakes

Catches answers that look right but aren't, before they're relied on.

Consistent over time

Behaviour that stays aligned with the goal instead of drifting as things go on.

Knows its limits

Would rather flag uncertainty or hold back than hand you a confident wrong answer.

Traceable

You can see why a result was trusted or held back, not just what came out.

Fits your setup

Designed to work alongside the models and tools you already use.

Efficient

Less wasted effort, without cutting the corners that matter for safety.

NEUMAI-S is at an early research and prototype stage. We're building it as public-safe demonstrators while keeping the deeper architecture private.

Building on NEUMAI-S?

We're opening early-access conversations with developers, teams and research partners.