NEUMAI
The Leap to Emergent, Persistent Artificial Intelligence
Something is emerging.
The Glimpse
Conventional AI is reaching its limits.
Nature had the answer all along.
We are not improving the old paradigm. We are reinventing it.
The Architecture
Brain-inspired by design.
Core Architecture
In-memory computation
NEUMAI places computation closer to memory, reducing the data-movement bottleneck that limits conventional accelerators and supporting faster, lower-power cognitive processing.
Event-driven processing
NEUMAI activates computation only when meaningful signals arrive — sparse, adaptive and biologically inspired, rather than constantly burning energy.
Energy-efficient cognition
From neuromorphic principles to software-level compute discipline, NEUMAI is designed to reduce wasted inference and support lower-power intelligent systems.
NEUMAI-S Software Layer
Governed memory
NEUMAI-S is deliberate about what past context it lets shape an answer, because not everything remembered should be trusted.
Temporal reasoning
NEUMAI-S keeps track of where a task or conversation is heading, instead of only reacting to the latest input.
Compute-aware cognitive governance
NEUMAI-S is designed to make AI reasoning more efficient and more honest, avoiding wasted effort and confident guesses. It optimises for efficiency and quality, within safety limits it holds firm
Not just faster. Different.
The Company
About NEUMAI
NEUMAI LTD is a UK-based AI systems architecture and research company developing NEUMAI, a long-term architecture for artificial intelligence that is more reliable, memory-aware and time-aware — reasoning that improves in quality and efficiency, within safety limits it holds firm.
Our current development focus is NEUMAI-S: the first software implementation and validation layer of the broader NEUMAI architecture, an early system for making AI resoning more reliable, more consistent over time, and more careful about what it trusts.
The project is currently at an early research and prototype stage. We are building public-safe proof-of-concept demonstrators while keeping deeper proprietary architecture private.
At a Glance
What we're building.
NEUMAI is our long-term architecture for artificial intelligence that is more reliable, memory-aware and time-aware. NEUMAI-S is its first software layer — and the focus of what we're building today.
NEUMAI-S is AI reliability middleware for developers and organisations building safer, more efficient AI systems, an early layer that works with the models you already use to make their answers more reliable and consistent.
NEUMAI-S is being developed for AI developers and organisations, with a planned commercial path through early-access pilots, developer/API access, and enterprise licensing.
Roadmap
Now
Prototype / proof-of-concept development.
Next
Early-access pilots with selected partners.
Then
Developer / API access.
Later
Enterprise licensing.
The Team
Who's behind NEUMAI.
Marjan Ilikj (Mario Ilik)
Founder & CEO
As founder, Mario leads NEUMAI across its architecture, technical development, and strategy — originating the core design, directing the company, and shaping how it reaches the world.
Prince Gupta
Design & Front-End Development
Designs and builds NEUMAI's web platform and product dashboard — owning the interface, the experience, and how the technology meets its users.
NEUMAI LTD — registered in England & Wales, company no. 16869272.