Manufacturing
    Has a New Brain.

    The LMM learns from every part, every sensor, every run. It doesn't just automate, it reasons.

    6

    AI Modules

    10×

    Cost Efficiency

    80%

    Faster Engineering

    10× and 80% figures reflect outcomes across published AKIO case studies (Refrigerator Design, Drone Powertrain, EV Motorcycle). Methodology available under NDA.

    System Architecture

    NEMI M-OS

    The operating system for the physical world. Four layers working as one — applications on top, agents in the middle, data and machines underneath.

    AKIO

    Design

    HENRY

    Develop

    SAM

    Deploy

    Far-seer

    Simulation

    Craftsman

    Design-to-Product

    Taskmaster

    Inference CNS

    Sommelier

    Quality

    Dispatcher

    Supply chain

    Trainer

    Lifecycle

    Sensor networks
    Machine telemetry
    CAD ingestion
    Quality data pipelines
    CNC machines
    Injection molders
    Robotic arms
    Assembly lines
    Inspection systems

    LMM Architecture

    Inside the LMM Stack

    One Large Manufacturing Model at the core. It runs three product verticals, powered by six specialised agents and nine production platforms.

    One Intelligence

    DESIGNAKIO generatesdataDEVELOPHENRY capturesprocess dataDEPLOYSAM collectsfield dataLMMLearns fromall three

    Three Verticals

    AKIO

    Design

    HENRY

    Develop

    SAM

    Deploy

    Six Agents

    AKIO
    HENRY
    SAM
    Inference CNS
    01

    Taskmaster

    Inference CNS

    Routes every task to the right sub-model. The central nervous system of the platform.

    AKIO
    HENRY
    Simulation Optimization
    02

    Far-seer

    Simulation Optimization

    Predicts optimal speed, temperature, and tooling, before a single cut is made.

    HENRY
    Quality Prediction
    03

    Sommelier

    Quality Prediction

    Catches defects before they happen. Eliminates scrap. Kills rework.

    AKIO
    HENRY
    Design-to-Product Bridge
    04

    Craftsman

    Design-to-Product Bridge

    Turns CAD files into production-ready process plans in minutes, not weeks.

    HENRY
    Supply Chain Optimization
    05

    Dispatcher

    Supply Chain Optimization

    Dynamically routes work across suppliers for lowest cost and fastest delivery.

    SAM
    Lifecycle Intelligence
    06

    Trainer

    Lifecycle Intelligence

    Field data flows back into design. Every failure makes the next build better.

    Nine Platforms

    AKIO

    Lumos

    Ideation partner

    Manvil

    Mechanical generative CAD + simulation

    Envil

    Electronics generative CAD + simulation

    HENRY

    Nemi OS

    Digital twin + orchestrator

    Legion

    Industrial robotics suite

    Hawkeye

    Factory data acquisition

    SAM

    Quartermaster

    Warehouse management

    Atom

    Post-sales data tracking

    Exchequer

    Leasing and financing

    Our Playbook

    The 3A Method

    Acquire. Augment. Accelerate. A repeatable playbook for turning legacy factories into Physical-AI-native operations.

    01
    ACQ

    Acquire

    Buy proven factories. Real machines. Real data. Real customers.

    02
    AUG

    Augment

    Layer the LMM stack on top — sensors, AI scheduling, quality prediction. Production runs get smarter overnight.

    03
    ACC

    Accelerate

    Every job feeds the model. Each factory compounds the learning, making the whole network faster, cheaper and more reliable.

    Competitive Edge

    Legacy vs. NEMI

    Not incremental. A fundamentally different architecture.

    Traditional MES / PLM VendorsNEMI
    IntelligenceRule-based automationAI that learns from every job
    ScopePoint solutions per machineEnd-to-end design to delivery
    DataSiloed per factoryUnified across all operations
    DeploymentCloud-dependentEdge-first, sovereign
    CostEnterprise pricingMid-market accessible
    ImprovementStatic after installCompounds with every run

    See It in Action.

    Book a walkthrough. See the LMM run on real production data.

    Request a Demo