Polymerization Intelligence · Live at Customer Site

Industrial AI That
Thinks. Reasons. Acts.

AriLinc™ goes beyond dashboards — multi-agent AI that detects process deviations, identifies root causes, and delivers specific corrective actions. Continuously. Autonomously.

Request a Pilot Watch Demo
30%Downtime Reduction
20%Maintenance Savings
12%Energy Savings
14+Enterprise Clients
ARILINC™ · POLYMERIZATION · BATCH PID-089 LIVE
61 cP
Viscosity
↑ 4% above spec
63.4%
Solid Content
✓ On target
92°C
Reactor Temp
✓ Stable
⚠
Agentic AI: Viscosity trending above threshold. Reduce monomer feed rate by 3.2% to maintain batch spec.
ARILINC™ · REHEATING FURNACE #2 LIVE
1248°C
Zone 3 Temp
+22°C over target
4.8 GJ/t
Specific Energy
↑ 15% above KPI
94.1%
Mill Availability
✓ On target
⚠
Agentic AI: Zone 3 over-firing detected. Reduce burner #3 firing rate by 8%. Estimated saving: ₹12,000/hr.
ARILINC™ · TURBINE HEALTH · UNIT 2 LIVE
78.3 MW
Output
✓ At rated load
Health: 71%
Bearing #4
↓ Degrading
38.4%
Thermal Eff.
+1.2% vs last week
⚠
Agentic AI: Bearing #4 RUL estimated 18 days. Schedule replacement in next planned outage. SAP WO-4471 created.
ARILINC™ · DAIRY · CIP LINE 3 LIVE
4.2%
Fat Content
✓ In spec
312 µS
CIP Conductivity
✓ Clean
72°C
Pasteur Temp
✓ Compliant
✓
Agentic AI: CIP conductivity at clean threshold 14 min early. Terminate cycle now — save 340L water, 2.8kg NaOH, 14 min production time.
TRUSTED BY
Tata Projects Escorts Kubota Praj HiPurity CDW Softura Global Pumps Dhake Industries Infintrix Tata Projects Escorts Kubota Praj HiPurity CDW Softura Global Pumps Dhake Industries Infintrix

The AriLinc™ Architecture

Process Intelligence Cockpit

From raw sensor data to business KPI — a unified intelligence pipeline that no other platform delivers end-to-end.

📡 Sensors & IoT
Temp · Pressure · Flow · Vibration · Vision
🗄️ Historian / SCADA
OPC-UA · OSIsoft · Ignition · DCS
🧠 AI Models
Anomaly · Degradation · Classification
🔭 Soft Sensors
Viscosity · Solid % · Quality Prediction
🤖 Agentic AI
Multi-agent Reasoning · Root Cause
💬 Operator Reco.
Plain-language · Quantified actions
🔗 SAP / MES
Work Orders · EBR · Quality Records
📈 Business KPIs
OEE · Cost/unit · Yield · Carbon
Data Foundation
AI & Soft Sensors
Agentic Reasoning
Business Action

Industry Solutions

Purpose-Built for Every Industry

Domain AI — not generic analytics. Each solution is engineered around the specific processes, failure modes, and quality parameters of your industry.

⚗️

Chemicals & Polymers

Polymerization intelligence, viscosity & solid content, batch quality AI, yield optimization

Explore
🥛

Food & Beverages

CIP optimization, dairy quality intelligence, grains milling, inline Brix/pH monitoring

Explore
💊

Pharma & Life Sciences

PAT-driven batch intelligence, FDA compliance, eBR automation, deviation management

Explore
🏭

Steel & Metals

Blast furnace AI, reheating furnace optimization, rolling mill quality, energy per tonne

Explore
⚡

Power & Energy

Turbine health monitoring, boiler efficiency, generation forecasting, carbon intelligence

Explore
🔋

Battery & Automotive

Battery formation intelligence, electrode QC, OEE analytics, SAP PM automation

Explore
⛏️

Mining

Flotation optimization, crusher health, ore grade prediction, conveyor reliability

Explore
🏗️

Building Materials

Kiln intelligence, ceramics quality AI, cement clinker optimization, energy per tonne

Explore

ROI Calculator

Estimate Your Savings with AriLinc™

Input your operational parameters and see your projected annual savings — before committing to a pilot.

Your Operation

$10M$500M
$100M
50 hrs800 hrs
300 hrs
$1M$50M
$10M
$0.5M$30M
$5M
$0.1M$20M
$3M

Your Projected Annual Savings

Downtime Reduction30% improvement via predictive maintenance
$0
Maintenance Savings20% reduction via condition-based maintenance
$0
Energy Savings12% reduction via process optimization
$0
Quality & Yield Improvement25% reduction in rejections & rework
$0
Throughput Gain~1.5% revenue uplift from OEE improvement
$0
Total Estimated Annual ROI
$0
Typical payback period: 6–12 months
Get Your Detailed ROI Analysis →

Customer Success

Proven Results Across Industries

Real deployments. Real outcomes. Measured and verified.

🏢
Chemicals Leader
Polymerization · Mumbai, India
● Live Pilot
Process Quality Intelligence
Real-Time Viscosity & Solid Content Monitoring in Polymerization
AriLinc™ deployed to monitor in-process quality parameters continuously — replacing periodic lab sampling and enabling real-time batch control. Agentic AI delivers corrective recommendations within minutes of deviation.
80%
Lab sampling reduced
100%
Batch traceability
Real-time
Quality monitoring
6 wks
Pilot to live
🏗️
Tata Projects
Asset Intelligence · Pan-India
● Deployed
Asset Reliability Intelligence
Real-Time Operational Visibility Across Multiple Plants
AriLinc™ delivered unified asset visibility across Tata Projects' operations — enabling proactive maintenance scheduling, reducing unplanned downtime, and improving overall equipment utilization.
30%
Downtime reduction
20%
Maintenance savings
Multi-site
Deployment scale
<8 wks
Time to value
🚜
Escorts Kubota Ltd
Manufacturing Intelligence · Faridabad
● Deployed
Digital Transformation · Production Intelligence
Accelerating Digital Transformation with AI-Driven Manufacturing Insights
AriLinc™ helped Escorts Kubota transition from reactive operations to predictive decision-making — with real-time production monitoring, OEE dashboards, and AI-driven maintenance recommendations integrated with SAP PM.
25%
OEE improvement
SAP PM
Integrated
Predictive
Maintenance mode
Full plant
Coverage
ARILINC™ · AGENTIC SESSION · POLYMER BATCH LIVE
ORCHESTRATOR
Batch PID-089 viscosity deviation at T+42min. Initiating root cause analysis across 3 agents.
PROCESS ANALYST
Monomer feed rate increased +4.1% at T-18min. Reactor temp drifted +2.3°C. Correlation: 94.7% confidence.
QUALITY AGENT
Projected solid content at batch end: 61.2% vs spec 63–65%. Off-spec risk: HIGH if no intervention in 12 min.
ACTION AGENT
Recommendation: ↓ Monomer feed 3.2%. ↓ Jacket cooling 1.5°C. Re-sample viscosity in 8 min. Estimated recovery: ✓ on-spec.

Agentic AI

From Deviation to Action
in Minutes, Not Hours

AriLinc™'s multi-agent AI doesn't just surface alerts. It reasons across your process data, identifies root causes, and recommends specific corrective actions — in plain language your operators can act on immediately.

✓

Multi-Agent Reasoning

Orchestrator + specialist agents collaborate on complex deviations — like your best engineering team, 24/7

✓

Plain Language Recommendations

Actions delivered in operator-friendly language — no data science degree required to act on AI insights

✓

Closed-Loop to SAP & SCADA

Recommendations connect back to work orders, DCS setpoints, or operator consoles — automatically

Explore Agentic AI →

Ready to Move Beyond Dashboards?

Start with a focused 6–8 week pilot on your highest-priority process. See measurable ROI before full deployment.

Request a Pilot Program → Watch Platform Demo