Field intelligence for safety-critical industry

Genesis shows the steps. EON Universal understands the work.

A composable equipment ontology that turns a green worker into the equivalent of a multi-year expert recognising components on sight, composing the correct procedure, and carrying that understanding from the training centre into the field.

~50

Equipment classes

350

Subcomponents · Level 2

80%+

Of real field interactions

ISO 14224

Petroleum equipment taxonomy

Why

The expertise cliff and the trap of
building one facility at a time.

In refineries, on platforms, and across processing trains, the people who hold thirty years of judgment are retiring. The people replacing them are green often at remote sites where being wrong is a safety and escalation problem, not an inconvenience.

$∞

The economics never close

Industry has poured money into content: thousands of bespoke simulators, each modelled by hand for one specific facility, each obsolete the moment the plant changes. Every new site is a new modelling effort, and the permutations are effectively infinite. The work is treated as an endless list of places to memorise.

EON Universal starts from the opposite premise

A worker should be able to walk up to equipment they have never seen and still do the job correctly.

  • Recognise the component on sight.
  • Guide the worker through the correct procedure, step by step.
  • Escalate stop and hand off to a human the instant it is unsure.

The worker is green. The guidance is not.

The core insight

Composition, not enumeration.

Think of a language. You could try to memorise every full sentence you will ever need endless and hopeless. Or you learn the words and the grammar, and build any sentence on demand. EON Universal learns the components then composes any facility from them.

Two cost curves

Effort plotted against the number of sites you cover.

EFFORT SITES → enumeration composition
Unbounded · recurs forever Bounded · compounds

Enumeration model every facility

  • Scales with the number of facilities unbounded.
  • Every new site is a fresh modelling project.
  • A cost that recurs forever.

Composition model the vocabulary

  • Scales with ~50 component classes bounded.
  • Recognise nodes, infer topology, compose the rest.
  • Every job performed makes the library smarter.

You don’t program five thousand locations. You program the vocabulary they’re built from.

What

A bounded library the enterprise owns that recognises, guides, and escalates.

EON Universal is a facility-agnostic field-intelligence layer for safety-critical industry. It understands industrial equipment at the level of process intelligence not merely the steps of a procedure and uses that understanding to make a green worker perform like a seasoned one.

ON SIGHT

Recognise

Names every component on sight and links the real skid to its digital twin. The green worker points; the library identifies.

STEP BY STEP

Guide

Composes the correct procedure conditional SOPs that branch on live conditions, with safety gates that stop the line.

WHEN UNSURE

Escalate

When the library is unsure, it stops and hands off to a human. Judgment is never faked; uncertainty is surfaced.

The bounded library

Fifty classes, not five thousand locations.

In oil and gas, roughly 50 equipment classes cover the overwhelming majority of frontline work. About 15 of them carry most of the daily value — together the core library accounts for more than 80% of real field interactions.

The library is anchored to ISO 14224, the petroleum industry’s own equipment taxonomy. When EON Universal recognises a component, its output maps straight into the customer’s reliability and maintenance records and CMMS/EAM. It speaks the operator’s data language on day one.

TIER 1

~50

Core gear a technician touches 80%+ of all field interactions.

TIER 2

~300

Variants & subtypes the system is rarely surprised.

TIER 3

1k–2k

Maintainable items: seals, bearings, actuators, instruments.

What "knowing a component" means

A six-layer competence record
under every object.

A class name is a label. Understanding is a structure. Explore the six layers EON Universal carries for a single class here, the workhorse of the plant, the centrifugal pump.

A-six-layer-competence-record-under-every-object.

Identity

P-01 · CENTRIFUGAL PUMP | Recognition layer

The ISO class, common aliases, and the tag pattern used in the field. This is how the system names what it sees.

Recognition keys on layers 1–2. 
Guidance composes from layers 3–6.
The difference between a recording and an understanding.

A-six-layer-competence-record-under-every-object.

Geometry

P-01 · CENTRIFUGAL PUMP | Recognition layer

A 3D GLB twin plus multi-angle imagery, so the component can be recognised and rendered from any viewpoint and matched to the real skid.

Recognition keys on layers 1–2. 
Guidance composes from layers 3–6.
The difference between a recording and an understanding.

A-six-layer-competence-record-under-every-object.

Anatomy

P-01 · CENTRIFUGAL PUMP | Guidance layer

Subcomponents and the boundary of the asset: what is part of it, and where it ends.

Recognition keys on layers 1–2. 
Guidance composes from layers 3–6.
The difference between a recording and an understanding.

A-six-layer-competence-record-under-every-object.

Function

P-01 · CENTRIFUGAL PUMP | Guidance layer

What the component does and its operating envelope adds energy to a liquid via a spinning impeller, within a defined flow, head and NPSH range.

Recognition keys on layers 1–2. 
Guidance composes from layers 3–6.
The difference between a recording and an understanding.

A-six-layer-competence-record-under-every-object.

Behavior

P-01 · CENTRIFUGAL PUMP | Guidance layer

How it responds to upsets and abnormal conditions. The casing holds pressure after stop; it cavitates when starved, overheats when dead-headed. This is the layer that makes guidance safe.

Recognition keys on layers 1–2. 
Guidance composes from layers 3–6.
The difference between a recording and an understanding.

A-six-layer-competence-record-under-every-object.

Procedure

P-01 · CENTRIFUGAL PUMP | Guidance layer

How to operate, inspect, isolate, and fix it expressed as composable steps rather than a single fixed script.

Recognition keys on layers 1–2. 
Guidance composes from layers 3–6.
The difference between a recording and an understanding.

The difference

Genesis shows the steps. EON Universal understands the work.

EON Universal does not replace Genesis EON’s production engine that turns SOPs and ordinary photographs into interactive simulators. Genesis is the on-ramp; Universal is the understanding layer that sits on top. The boundary is exact.

Genesis - the core engine EON Universal - intelligence + library

Needs 3D models supplied to it

Brings the component library and the configurator

Runs sequential SOPs only not conditional

Authors conditional SOPs that branch on live conditions

Knows what to show, but not why

Explains why each step matters

Cannot configure different capabilities

Generalises to skids it has never seen

Does not recognise equipment in real life

Recognises equipment on sight feeds FieldIQ + Holodeck

How

How the understanding is built, proven, and delivered to the worker.

How it’s built
The pyramid layer by layer. You cannot skip a level.

Layers 1–3 understand components, not facilities which is exactly the bridge to a universal, facility-agnostic solution.

6

Field

Use everything in the real field the eventual goal.

5

SOPs

Standard procedures applied on the foundation.

4

Foundational skills

Must-know basics especially safety.

3

Function

What each labelled component does.

2

Label

Every component identified and tagged.

1

3D model

An accurate model the base of everything.

The proof · use case 3

Conditional SOPs: a procedure that branches on a live condition.

A fixed SOP is a straight line. A conditional SOP is a decision tree with safety gates isolating a pump for lockout/tagout (LOTO).

Step 1

De-energise

Open the disconnect; apply lock & tag.

Step 2

Verify zero energy

Confirm E = 0 at the source.

Live condition

Pressure still present?

Read the gauge is P > 0?

If YES

Bleed down · re-check

Relieve the trapped pressure, then loop back and re-read until safe.

If NO

Proceed to open

E = 0 · P = 0 · the asset is safe to open.

Anything abnormal stops the job and hands off to a human for verification gated by EON Verdict.

Why this is the proof

The “pressure still present?” branch only exists because EON Universal knows from the component’s Behavior layer that a pump stores pressure after power-off. Genesis has no concept of pressure, so it cannot branch on it. A conditional, safe procedure is something only a system that understands the equipment can author. The capability isn’t bolted on it falls out of the understanding.

One system, three surfaces

Author once deliver everywhere the worker is.

Anywhere

Phone / AR glasses

AR-only practice at 1:1 scale, at home or in camp, with no physical hardware at all. Repetition becomes free.

On the rig

Tablet on the skid

LiDAR overlays the digital twin onto the real equipment; every part is tappable, guidance anchored to the asset in front of the worker.

Immersive

The CAVE (Holodeck)

LED walls and floor surround the trainee in a generated skid at full scale a modern, reborn iCube. – premium delivery tier

From knowledge to a 3D twin

How each object is made
the production pipeline.

50 classes × 5 images = 250 production images → reconstructed into 50 GLB twins. The recurring primitives body/casing, nozzles, seals, shafts are understood once and inherited by every assembly that uses them.

1

Author

Six knowledge layers per object.

2

Generate

4 ortho views + 1 cutaway.

3

Tripo 3D

Multiview → GLB mesh.

4

Bind

Drop the GLB into its slot.

5

Browse

The object turns & speaks.

The architecture & the value

Own the work, not the weights.

The engine

Genesis

Models, labels, and runs step-by-step SOPs. Capture flows up the stack.

Intelligence + library

EON Universal

Adds the library, the configurator, and recognition. It understands the work.

Delivery

FieldIQ + Holodeck

Field recognition, on-the-spot guidance, immersive scenarios. Delivery flows back down.

Every job makes it smarter

Usage feeds the shared library; the asset improves with operation rather than depreciating.

Works on facilities it's never seen

Recognise, infer topology, compose no per-site rebuild required.

A library you own

A bounded asset on your balance sheet, not a per-site modelling cost that recurs forever.

How your plant actually runs is not on the public internet.

General-purpose AI models are a commodity that everyone rents. No foundation model can learn how your plant runs, because that knowledge has never left your sites. EON Universal turns that proprietary know-how into a structured, owned, compounding asset the durable advantage as AI absorbs the commoditised work around it.

The proof · use case 3

The first of a family of libraries.

Because it understands components rather than memorising facilities, the same engine transfers to any industry built from a finite parts vocabulary. Learn the parts once; help every site built from them.

Petrochemical / Oil & Gas

ISO 14224 · 50 classes · 350 subcomponents

Mining & Heavy Equipment

~40–60 core classes · same method

Aerospace & MRO

High-regulation, high-value part taxonomy

Healthcare

Devices & equipment · same composition logic

Availability & engagement

The oil & gas library is in active deployment in 2026.

Start with

One high-value equipment family and a defined set of procedures proving the recognise–guide–escalate loop on your own assets and data.

Extend

Class by class along the bounded vocabulary; delivery expands across phone, tablet-on-the-skid, and the CAVE.

Integrate

Built on ISO 14224, outputs map into existing reliability and maintenance systems from day one.