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Advanced Technology AX Full Stack

From the lab to the shop floor:
AX for advanced industry.

R&D planning AI, enterprise knowledge AI, manufacturing data AI, and AX strategy and delivery. NeuralChainX connects technology, knowledge and field data into a single intelligence stack.

R&D Intelligence
R&D planning · IP-R&D
ChipInsight
Enterprise Intelligence
Enterprise knowledge, unified
Corpus AI
Manufacturing Intelligence
Cloud MES
IFIS
Anneal Intelligence Stack
Positioning

One AX architecture across
research, knowledge, plant.

Research, knowledge and the factory floor are not separate. Any of them can be the starting point, but all of them have to scale into one AX architecture.

01
R&D Intelligence
R&D planning · technology strategy · IP-R&D
ChipInsight
02
Enterprise Intelligence
Enterprise knowledge · evidence-based search
Corpus AI
03
Manufacturing Intelligence
Production · quality · equipment data
IFIS
One AX Architecture
They extend as one, on a shared technical foundation.
Anneal Intelligence Agentic AI Industrial Ontology Enterprise Security
AX Transformation Start Anywhere. Scale Together. The same architecture whatever the starting point
Solutions

An AX solution portfolio linking R&D,
enterprise knowledge and the floor.

R&D Intelligence
R&D planning AI ChipInsight

Verifies evidence and turns it into deliverables for R&D planning and IP-R&D decisions.

Data
Patents · papers · technology trends · research material
Intelligence
Evidence tracing · technology comparison · design-around
Output
Research plans · decision evidence · analysis reports
Enterprise Intelligence
Enterprise knowledge AI Corpus AI

Connects enterprise knowledge within each user's permissions and answers with the evidence attached.

Data
Internal policy · internal documents · projects
Intelligence
Permissioned search · evidence generation · source attribution
Output
Evidence-backed answers · knowledge hub · private deployment
Manufacturing Intelligence
Cloud MES IFIS

Turns field data into manufacturing intelligence.

Data
Equipment signals · work orders · inspection history
Intelligence
Production planning · manufacturing execution · live monitoring
Output
OEE · yield · plan vs. actual · manufacturing data
Three different starting points, one path to scale
Professional Service
AX Transformation From strategy to build and handover

Whichever of the three you start from, the same path — diagnose, design, build, hand over — carries it to enterprise-wide AX.

Explore AX Transformation →
01
AX Strategy
Current-state diagnosis
Priority selection
AX roadmap
02
Agentic Automation
Process measurement
Agent design
System integration
03
AI Implementation
Private AI deployment
Data integration
Enterprise system integration
04
AX Enablement
Practitioner training
Operating model
Capability handover
Technology

A four-layer stack built
on Anneal Intelligence.

Four core technologies form one structure. Ontology and Agentic AI stack on top of Anneal Intelligence, and Enterprise Security wraps every layer.

Enterprise Security · Your Intelligence Stays Yours Private Deployment Role-Based Access Tenant Isolation Encryption Audit Trail
ChipInsight
Corpus AI
IFIS
L03 Agentic AI Beyond AI that searches — AI that reviews and acts
01 Plan Break down the task
02 Search Gather sources
03 Analyze Analyze
04 Verify Verify evidence
05 Act Act
L02 Industrial Ontology Industry concepts and their relationships, in a structure AI can read
Protect Applied Input Perform Configure Record Occur Respond Verify
Technology
Patent
Material
Process
Equipment
Parameter
Lot
Defect
Work standard
Expert
Research data
Field data
Enterprise knowledge
L01 Anneal Intelligence engine · Anneal Model

The intelligence layer where a domain's language and a company's judgment accumulate.

Domain search Structured evidence Knowledge accumulation Company-specific intelligence Technical judgment support
Manufacturing Stack

One end-to-end data path,
from equipment signals
to AI agents.

One path carries a signal from the equipment through MES and Ontology until it becomes the evidence an agent reasons from.

PLC
Sensor
Robot
Equipment
Edge / IIoT
Normalizes equipment protocols and does first-pass processing at the edge.
L1
Manufacturing Data
Accumulates production, quality and equipment data under one schema.
L2
Cloud MES
Production planning, manufacturing execution, inventory, quality, equipment, monitoring.
L3
Industrial Ontology
Defines how processes, equipment, defects and SOPs relate.
L4
Agentic AI
Agents query and verify data, then carry out the work.
L5
Production
Quality
Maintenance
Security

Enterprise data protected
by a layered architecture.

Security is settled by deployment architecture, not by features. Four boundaries wrap the data from the outside in.

Designed against N2SF criteria · network separation · access control · logging requirements
01 · Private Deployment
02 · Tenant Isolation
03 · Role-Based Access
04 · Encryption
Company data
Documents · knowledge · field data
05 · Audit Trail Access history recorded at every layer
Industries

AX for advanced industry —
process, equipment, materials.

Some results can only come from a team fluent in process, equipment and materials terminology.

Semiconductor
Wafer · fab process · back-end
Display
OLED panels · deposition · inspection
Advanced Materials
Material properties · microstructure
Equipment & Components
Precision equipment · components
High-Tech Manufacturing
Automated lines · robotics
Engagement Model

A staged AX model, from
team pilot to enterprise scale.

With each stage the scope widens from team to department, division and enterprise.

01
Diagnose
Diagnose the current state and define priorities
02
Pilot
Prove it fast on a small use case
03
Deploy
Product · agent · system build
04
Scale
Spread across teams, plants and workflows
Enterprise
Division · plant
Department
Team
Scope
One team's problem Scope widens at every stage Enterprise AX

Your company's AX —
where should it begin?

Research, knowledge or the factory floor — wherever you start.
NeuralChainX designs the most effective place to begin.

Request an AX diagnostic See a product demo