Enterprise Pilot Active · Industry 4.0

AI that runs
factories and
supply chains.

Predictive maintenance, demand forecasting, computer vision, and digital twin systems — built on production-scale ML experience across Fortune 50 to Fortune 500 industrial operations.

F50
Automotive pedigree
$B+
Capital allocation informed
Active
Enterprise pilot
12+
Years production ML
Discuss a Pilot → Smart Factory Domains
Industry 4.0
Smart Factory domains

Demandion applies AI across the full spectrum of Industry 4.0 technology — from the factory floor to the supply chain to the boardroom.

🤖
AI & Machine Learning
Predictive models, classification systems, and deep learning deployed in production manufacturing environments.
📊
Big Data & Analytics
High-volume sensor data pipelines, operational analytics, and real-time decision intelligence at plant scale.
⚙️
Automation
Intelligent process automation, workflow orchestration, and adaptive control systems for manufacturing operations.
🦾
Robotics
ML integration with robotic systems — vision-guided picking, quality inspection, and collaborative human-robot workflows.
🌐
Digital Twin & Simulation
Physics-informed digital twin modelling and simulation-based process optimization for discrete and continuous manufacturing.
📡
Connectivity & IoT
Edge-to-cloud data architectures, OPC-UA integration, and industrial IoT pipelines feeding AI inference systems.
🔬
Sensor Technology
Time-series analytics on vibration, thermal, pressure, and acoustic sensor streams for asset health monitoring.
👁️
Computer Vision
Production-line visual inspection, defect classification, and assembly verification — deployed at automotive-manufacturing cadence.
🖥️
Human-Machine Interface
AI-augmented operator interfaces, anomaly alert systems, and decision-support dashboards for plant floor teams.
🚚
Logistics
Inbound/outbound logistics optimisation, warehouse AI, and last-mile prediction models for industrial supply chains.
🏭
Plant Engineering
AI-assisted plant layout optimisation, capacity planning, and maintenance scheduling integrated with ERP and MES systems.
🛡️
Security & Safety
Computer vision for workplace safety compliance, anomaly detection for operational security, and risk modelling for industrial environments.
Live Engagement
Active enterprise pilot

Predictive Maintenance at Conglomerate Scale

Active enterprise pilot with a Fortune-listed Indian industrial conglomerate spanning ports, energy, and logistics infrastructure. Applying AI to asset-health monitoring and predictive failure detection across high-value industrial equipment — where downtime carries multimillion-dollar operational consequences.

This engagement represents the industrial AI thesis in action: production-grade ML, domain expertise from automotive and CPG deployments, and executive-level commercial partnership.

Active
Pilot Status
Ports · Energy
Logistics · Infrastructure
Target Sectors
Where we deploy

Deep expertise in four industrial verticals where AI creates the most measurable operational leverage.

Sector 01
Automotive & Mobility
Production-line AI, CLV and causal modelling, Smart Mobility analytics. Production-scale deployment at Fortune-50 automotive — CEO-reporting mandate on 50M+ customer records driving EV program decisions.
Computer Vision Causal AI Smart Mobility EV Analytics
Sector 02
Food & CPG Manufacturing
SKU-level demand forecasting, supply chain intelligence, and FP&A integration. Board-level forecast delivery as sole analytical seat alongside McKinsey at a Fortune-500 industrial CPG — informing multi-billion-dollar capital allocation.
Demand Forecasting Supply Chain AI FP&A Integration 10K+ SKUs
Sector 03
Energy & Infrastructure
Predictive maintenance for asset-intensive infrastructure — ports, power generation, and logistics networks. Active pilot targeting failure prediction and asset lifecycle optimisation for an Indian industrial conglomerate.
Predictive Maintenance Asset Health AI IoT Analytics Infrastructure
Sector 04
Pharma & Life Sciences
Quality control AI, regulatory-compliant ML systems, and clinical operations intelligence. Generative AI and search systems for clinical research data discovery — co-developed alongside IIT Bombay CS founding teams.
Quality Control Clinical AI Generative AI Compliance ML
Production Pedigree
Industrial AI built at Fortune 50–500 scale

The models behind Demandion's industrial AI work are calibrated against real production systems — not simulations. Two anchor industrial deployments.

Automotive · Smart Mobility · Fortune-50
Ford Motor Company
CEO-Reporting Causal AI
Executive-tier hire onto Fortune-50's CEO-reporting CLV team — a tier reserved for senior outside hires placed alongside ex-Senior-Directors and 20+-year Google veterans. Originated causal identification framework on 50M+ records across US and European markets, driving 2.5× campaign response lift informing multimillion-dollar Smart Mobility EV marketing decisions.
Industrial CPG · Supply Chain · Fortune-500
Lamb Weston
McKinsey Counterpart · Board-Level Forecast
Sole analytical seat hired directly by the CFO of a Fortune-500 industrial CPG (operating across US and European markets) as internal counterpart to McKinsey's pandemic-era strategy engagement. Voting rights alongside Senior Directors and McKinsey partners. Forecast adopted at board level, informing multi-billion-dollar capital allocation across manufacturing capacity, supply chain, and FP&A.
Full Capability Stack
Industrial AI capabilities

Six capability domains spanning the full Industry 4.0 AI lifecycle.

🔧
Predictive Maintenance
Asset failure forecasting, remaining useful life estimation, and anomaly detection on sensor streams for industrial equipment.
📦
Demand Forecasting
SKU-level and category-level forecasting architectures that remain stable under supply disruption and demand volatility — tested at 10,000+ SKU scale.
👁️
Computer Vision
Production-line defect detection and quality control deployed at automotive-manufacturing cadence — real throughput, real consequences.
🌐
Digital Twin
Simulation-based process optimisation and physics-informed modelling for discrete manufacturing and infrastructure environments.
🔗
Supply Chain Intelligence
Causal inference for supply chain decisions, disruption modelling, and FP&A integration — at board-level decision quality.
☁️
Cloud-Native Deployment
Production deployments across Azure, GCP, and AWS — including Azure OpenAI, Vertex AI, and agentic frameworks at enterprise scale.

Ready to explore an industrial AI pilot?

We work with industrial enterprises where AI creates measurable operational leverage. Get in touch.

hello@demandion.ai →