Introducing the Manufacturing AI Operating System

Build Manufacturing
Apps with AI

SubAssembly AI gives manufacturers the power to create production, quality, maintenance, inventory and operations applications using natural language — without writing a single line of code.

From prompt to production application in minutes · Enterprise-ready · SOC 2 ready

subassembly.ai / new-app
Build me a production tracking application for my assembly plant.

Generating your application using the SubAssembly manufacturing ontology…

Loading plant model · Assembly Plant A
Creating ontology · 12 entities, 38 relationships
Generating screens · Production · Shift · Andon
Wiring OEE, downtime & scrap workflows
Deploying real-time dashboards…
Add downtime codes & supervisor view…
production-tracker.subassembly.app Live
Assembly Plant A · Line 3
Production Tracker
Shift AToday
OEE
86.4%
+2.1
Output
1,842
+148
Scrap
0.7%
-0.3
Hourly throughputunits / hr
Cycle time38.2s
First pass yield98.6%
Downtime14m
Active orders6

Built for the world's most demanding manufacturing environments

AUTOMOTIVEAEROSPACEPHARMAF&BELECTRONICSSTEELENERGYCPGAUTOMOTIVEAEROSPACEPHARMAF&BELECTRONICSSTEELENERGYCPG
Why Generic AI Fails

Built for Manufacturing from Day One

Generic AI app builders weren't designed for the plant floor. SubAssembly AI is.

Generic AI Builders
Empty foundation
  • No plant model
  • No manufacturing data structures
  • No OEE concepts
  • No production workflows
  • No machine hierarchy
  • No manufacturing templates
SubAssembly AI
Pre-loaded intelligence
  • Manufacturing Ontology
  • Plant Intelligence
  • Enterprise Templates
  • Production Workflows
  • Manufacturing Data Models
  • Industry Best Practices
The Operating System

Every App Starts with Manufacturing Intelligence

SubAssembly AI automatically creates the semantic foundation required for real manufacturing applications — the ontology, plant model and data structures, before a single screen is drawn.

Layer 01
Enterprise
Layer 02
Plant
Layer 03
Area
Layer 04
Production Line
Layer 05
Work Cell
Layer 06
Machine
Layer 07
Operator
Layer 08
Part
Layer 09
Quality
Layer 10
Inventory
Layer 11
Maintenance
Layer 12
Scheduling
Core Engine
SubAssembly Ontology Engine
12 layers · 480+ entities · ISA-95 aware
Templates Marketplace

Start with a template. Customize with AI.

Production-ready manufacturing apps, fully editable. Drop in, prompt the AI, and ship in hours — not months.

Production
OEE 87%Output 12.4kScrap 0.6%
Production Monitoring
Screens · Dashboards · Workflows · KPIs
Open
Production
AvailabilityPerformanceQuality
OEE Management
Screens · Dashboards · Workflows · KPIs
Open
Inventory
SKUs 14kTurns 9.2Fill 99%
Inventory Management
Screens · Dashboards · Workflows · KPIs
Open
Scheduling
Lines 12Orders 184OTD 96%
Production Scheduling
Screens · Dashboards · Workflows · KPIs
Open
Maintenance
MTBF 142hMTTR 38mPM 91%
Maintenance Management
Screens · Dashboards · Workflows · KPIs
Open
Production
CyclesYieldAndon
Operator Performance
Screens · Dashboards · Workflows · KPIs
Open
Quality
FPY 98.4%DPMO 240NCR 6
Quality Inspection
Screens · Dashboards · Workflows · KPIs
Open
Production
Calls/hrResp timeTop reason
Andon Management
Screens · Dashboards · Workflows · KPIs
Open
Production
Top lossCat. mixTrend
Downtime Tracking
Screens · Dashboards · Workflows · KPIs
Open
Executive
All plantsLive KPIsAlerts
Plant Command Center
Screens · Dashboards · Workflows · KPIs
Open
Supply Chain
OTDPPMLead time
Supplier Performance
Screens · Dashboards · Workflows · KPIs
Open
Digital Twin
Live modelSimulatePredict
Digital Twin Studio
Screens · Dashboards · Workflows · KPIs
Open
How It Works

From prompt to production in 4 steps

01
Choose a template or start blank

Pick from 80+ manufacturing templates or begin with a single prompt.

02
Chat with AI

“Add OEE tracking. Connect SAP. Add downtime codes. Create a supervisor view.”

03
Watch it build live

Screens, data models and workflows appear in real-time as you iterate.

04
Deploy to production

Web, mobile, tablet, large displays and plant command centers.

Web Mobile Tablet Plant Displays
Live Application Builder

Type a sentence. Watch software appear.

No flowcharts. No drag-and-drop. Just describe what your operation needs.

~/inventory-appbuilding
Build inventory application
Add barcode scanning
Add warehouse dashboards
Add predictive inventory alerts
Add supplier integration with EDI…
Inventory Operations
3 warehouses · 14,802 SKUs
Updated
On-hand
$12.4M
+3.1%
Turns
9.2x
+0.4
Stockout
0.6%
-0.2
BRK-PAD-204WH-1 · A41,420In stock
ALT-12V-91WH-2 · C1182Low
SCR-M6-50WH-1 · D79,840In stock
FLT-OIL-3XWH-3 · B238Critical
What You Can Build

If your plant needs it, you can build it.

Production Apps
Quality Apps
Maintenance Apps
Inventory Apps
Supply Chain Apps
Warehouse Apps
Operator Apps
Engineering Apps
Executive Apps
Digital Twins
Plant Command Centers
Scheduling Systems
AI Copilots
Analytics Platforms
Manufacturing Data Hubs
Smart Factory Apps
Enterprise Integrations

Connect to anything on your plant floor

From PLCs and historians to SAP and Snowflake. SubAssembly AI speaks every protocol your operation runs on.

MES
ERP
SCADA
PLC
Historian
MQTT
Kafka
SAP
Oracle
Microsoft
AWS
Azure
NVIDIA
OPC UA
REST
CSV
Excel
Snowflake
Pre-built connectors + universal SDK
OT, IT, cloud, edge and operator devices — all from one platform.
See all integrations →
Why SubAssembly Wins

The only platform that checks every box

Capability
Traditional Dev
Generic AI
SubAssembly AI
Manufacturing Knowledge
Built-in Ontology
Production Templates
Plant Models
Deployment Speed
Scalability
AI Guidance
Manufacturing Best Practices
Governance & Audit
Enterprise Security
Enterprise Grade

Built to run mission-critical operations

Role-Based Security

Granular permissions across plants, lines and apps.

Multi-Plant & Multi-Enterprise

Run dozens of plants from a single governed platform.

Version Control & Audit

Every change tracked, reviewable and revertible.

Workflow Engine

Approvals, escalations, and automated routing.

AI Governance

Policies, guardrails and explainability built in.

Semantic Layer & Ontology Studio

Govern the meaning of your data, not just the schema.

Digital Thread

Connect product, process, quality and supply.

Private, Cloud or Hybrid

Deploy where your data, latency and compliance demand.

Built For Every Industry

One platform. Every vertical.

From discrete to process, from batch to continuous — SubAssembly AI adapts to your operations.

Automotive
SequencingAndonTorque traceability
Aerospace
AS9100 qualityTool trackingBuild records
Food & Beverage
Batch recordsSanitationYield
Pharmaceutical
GMP batcheBRDeviation mgmt
Consumer Goods
Line OEEChangeoverSKU mix
Electronics
SMT yieldTraceabilityTest data
Steel & Metals
Heat trackingCaster opsEnergy
Mining
Haul cycleShovel opsMaintenance
Energy
Asset healthOutageESG
Industrial
MROSparesReliability
The Future Is Conversational

Stop waiting months for software projects.

Build production-ready manufacturing applications in hours. Free to start. Built to scale to your largest enterprise.