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ingeneroX360AI
Industrial AI Suite
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FIRST-PRINCIPLES & KINETICS-BACKED INDUSTRIAL AI

THE INDUSTRIAL AI SUITE DELIVERING
MEASURABLE PLANT VALUE.

Purpose-built AI agents embedding rigorous chemical thermodynamics, non-linear reaction kinetics, and first-principles physics. IngeneroX360AI continuously negotiates operating limits for yield, throughput, energy, asset reliability, and carbon emissions.

0
Registered Economic Benefits
(Global Petrochemical Leaders)
1–3%
Operational & Energy Gains
(Continuous Unit Yield Uplift)
0
Worldwide Multi-Plant Implementations
0
POC to Production Deployment Playbook
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INGENEROX360AI ARCHITECTURE

THREE TIERS OF INTELLIGENT AGENTS.

From specialized unit-level process kinetics to plantwide asset telemetry and enterprise platform orchestration:

TIER 1 • 6 INDUSTRIAL SECTORS

Process Unit Optimization

Direct unit-level kinetic digital twins embedding reaction mechanisms, equilibrium models, and column distillation hydrodynamics.

Ammonia & Methanol (2) Olefins (6) Refinery (3) Gas (2) Polymer (1) Utility & Steam (1)
TIER 2 • CROSS-PROCESS ASSET AGENTS

Equipment & Health Intelligence

Cross-cutting health, sensor validation, loop diagnostics, and maintenance cost analytics across all operating units.

Maintenance & Reliability (2) Diagnostic AI & Outliers (4)
TIER 3 • ENTERPRISE PLATFORM

Industrial GenAI & Workflows

Enterprise conversational copilot (genX360), workflow engine (workflowX360), and site-wide energy MILP optimization (energyX360).

GenX360 Copilot WorkflowX360 Engine EnergyX360 MILP
SUITE 1 OF 8 • PETROCHEMICALS & SYNTHESIS GAS

Ammonia and Methanol Suite

Synthesis Loop, Reforming & Reactor Yield Optimization. Embedding thermodynamic equilibrium models and catalytic kinetic envelopes to maximize production margin and cut fuel consumption.

0.8–2.2%
Ammonia / Methanol Yield Uplift
1.5–3.0%
Reformer Fuel Gas Savings
6–12 Mo
Catalyst Life Extension
AmmoniaX360
Preview

AmmoniaX360

PDF • 501.4 KB
Reformer & Synthesis Loop Equilibrium Co-Pilot
  • Dynamic primary & secondary reformer steam-to-carbon ratio optimization
  • Multi-bed synthesis converter temperature profile & NH3 yield tracking
  • Cryogenic purge gas recovery loop & loop pressure loss minimization
  • Predictive catalyst activity degradation & remaining life forecasting
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MethanolX360
Preview

MethanolX360

PDF • 350.3 KB
Autothermal & Steam Reforming Syngas Balancer
  • Reformer tube wall temperature (TMT) balancing and hot-spot prevention
  • Syngas stoichiometric number (SN) dynamic control for synthesis reactor
  • Distillation train energy reduction across topping & refining columns
  • Compressor interstage cooling and recycle loop power minimization
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SUITE 2 OF 8 • ETHYLENE & PROPYLENE COMPLEX

Olefin Suite

End-to-End Cracking, Compression & Cold Separation Intelligence. Unifying furnace yield maximization, CGC anti-surge margins, quench water dynamics, and cold train fractionation under a coordinated multi-agent envelope.

10–15%
Longer Olefins Furnace Run Lengths
0.5–1.2%
Ethylene Recovery Gain
14–30 Days
CGC Compressor Anomaly Lead Time
AcetyleneX360
Preview

AcetyleneX360

PDF • 457.3 KB
Selective Hydrogenation & Green Oil Mitigation
  • Front-end and tail-end acetylene hydrogenation reactor selectivity control
  • Precise H2 and CO dosing to eliminate ethylene runaway risk
  • Catalyst green oil washing scheduling and bed deactivation tracking
  • Guarantees <1 ppm acetylene in polymer-grade ethylene product
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CgcX360
Preview

CgcX360

PDF • 453.7 KB
Cracked Gas Compression Train Efficiency & Surge Protection
  • Stage-by-stage polytropic efficiency, head, and wash oil dosing optimization
  • Anti-surge margin dynamic monitoring under rapid furnace trip events
  • Interstage knock-out drum carryover and cooler fouling diagnostics
  • Turbine driver steam specific consumption minimization
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FurnaceX360
Preview

FurnaceX360

PDF • 282.1 KB
Olefin Cracking Yield Maximization & 10-15% Longer Run Lengths
  • Coil Outlet Temperature (COT) and Tube Metal Temperature (TMT) balancing
  • Decoking cycle optimization predicting coke thickness & pressure drop
  • Combustion air draft & damper tuning to eliminate burner flame impingement
  • Feedstock switching guidance between ethane, propane, butane, and naphtha
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OlefinX360
Preview

OlefinX360

PDF • 1.6 MB
Plantwide Ethylene Complex Digital Orchestration
  • Integrated decision co-pilot unifying hot section and cold recovery train
  • Real-time plant material and energy balance reconciliation
  • Cross-unit constraint negotiation between furnaces, CGC, and fractionators
  • Embedded Microsoft Teams assistant for instantaneous shift-level guidance
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QuenchX360
Preview

QuenchX360

PDF • 462.7 KB
Quench Tower & Dilution Steam System Process Health
  • Quench oil and quench water tower heat balance & emulsion prevention
  • Process water stripper efficiency and settler hydrocarbon separation
  • Dilution Steam Generator (DSG) tube fouling and corrosion mitigation
  • Gasoline fractionator cut-point and tar knock-out optimization
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RecoveryX360
Preview

RecoveryX360

PDF • 462.8 KB
Cold Box, Demethanizer & Splitter Super-Fractionation
  • Cold chilling train multi-stage refrigeration loop power minimization
  • Demethanizer methane loss elimination and bottom temperature control
  • C2 Splitter heat pump and reflux ratio optimization for 99.95%+ purity
  • MAPD hydrogenation converter temperature control and catalyst protection
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SUITE 3 OF 8 • CRUDE & HEAVY OIL UPGRADING

Refinery Suite

Crude Distillation, Delayed Coking & Vacuum Tower Process AI. Real-time crude blend tracking, cut-point optimization, coker drum thermal stress management, and vacuum tower energy minimization.

0.4–1.0%
Valuable Distillate Recovery Uplift
15–25 Min
Coker Cycle Time Reduction
2–4%
Fired Heater Fuel Optimization
CDUX360
Preview

CDUX360

PDF • 778.2 KB
Atmospheric Crude Distillation Cut-Point Optimization
  • Crude blend characterization soft-sensors updating TBP curves in real time
  • Atmospheric column tray flooding and jet flooding margin prediction
  • Kero, diesel, and heavy naphtha cut-point shifts targeting maximum gross margin
  • Crude preheat train fouling tracking and furnace fuel gas reduction
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CokerX360
Preview

CokerX360

PDF • 568.6 KB
Delayed Coking Drum Cycle Acceleration & Thermal Stress Guard
  • Drum switch, quench, and warm-up cycle acceleration (15-25 min savings)
  • Fired heater coking rate estimation and velocity steam optimization
  • Anti-foam injection optimization preventing costly foam-over into fractionator
  • Heavy coker gas oil (HCGO) yield maximization for downstream hydrocrackers
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VDUX360
Preview

VDUX360

PDF • 778.8 KB
Vacuum Distillation Deep Cut & Flash Zone Optimization
  • Vacuum tower absolute pressure minimization and ejector train monitoring
  • Flash zone wash section entrainment prevention and asphalt cut control
  • Heavy Vacuum Gas Oil (HVGO) recovery lift while meeting metal specs
  • Furnace transfer line coking mitigation under severe deep-cut conditions
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SUITE 4 OF 8 • TRANSMISSION, NGL & CRYOGENIC GAS

Gas Suite

Gas Plant Processing & High-Margin Pipeline Network Optimization. Reconciling rigorous hydraulic models, linepack thermodynamics, and market tariffs to find the constraint-feasible, highest-margin delivery schedule.

1.5–3.2%
NGL Recovery Improvement
4–8%
Compression Fuel Energy Reduction
100%
Hydraulic Constraint Compliance
GasnetX360
Preview

GasnetX360

PDF • 493.8 KB
Highest-Margin, Constraint-Feasible Pipeline Optimization
  • Rigorous transient hydraulics combined with commercial tariffs & fuel costs
  • Linepack thermodynamics optimization across variable delivery demands
  • Compressor station fuel minimization while guaranteeing delivery pressures
  • Imbalance penalty avoidance and multi-scenario commercial dispatching
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GasX360
Preview

GasX360

PDF • 985.0 KB
Gas Processing, Cryogenic NGL & Fractionation Optimization
  • Inlet separation and slug catcher liquid surge protection
  • Cryogenic turbo-expander and refrigeration train power minimization
  • Dynamic ethane recovery vs. rejection economics based on real-time prices
  • Demethanizer, deethanizer, and depropanizer heat integration
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SUITE 5 OF 8 • POLYOLEFINS & PLASTICS MANUFACTURING

Polymer Suite

Reactor MI Control & High-Speed Grade Transition Intelligence. Virtual Melt Index analyzers combined with non-linear transition trajectories to cut off-spec production and safeguard fluidized bed stability.

25–40%
Grade Transition Time Cut
30–50%
Off-Spec Material Reduction
±1.5%
Real-Time MI Prediction Accuracy
PolymerX360
Preview

PolymerX360

PDF • 676.5 KB
Fluidized Bed MI Prediction & Fast Grade Transition
  • Virtual Melt Index (MI) & Density soft sensor trained on reactor kinetics
  • 25-40% faster grade transitions minimizing intermediate off-spec material
  • Fluidized bed electrostatic charge and hot-spot / sheeting early detection
  • Extruder specific energy and melt pump pressure stabilization
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SUITE 6 OF 8 • AGENTIC FOUNDATION & INDUSTRIAL GENAI

Diagnostic and Agentic AI Tools Suite

Autonomous Diagnosis, Loop Health, Anomaly Detection & AI Workflows. Continuous cascaded loop tuning, multivariate sensor drift filtering, automated workflow routing, and conversational generative AI for plant operations.

100%
Plantwide Control Loops Monitored
80%+
False Alarm Fatigue Reduction
<3 Sec
Instant Historian & SOP Answers
ControllerX360
Preview

ControllerX360

PDF • 408.5 KB
Cascading Multi-Test Loop Diagnostics & Automated Tuning
  • Vendor-agnostic DCS historian ingestion (PV, SP, OP, MODE) across every loop
  • 4-detector consensus engine for valve stiction vs. process oscillation
  • Normalized thresholds isolating mechanical faults before tuning advice
  • Prioritized, role-based worklist: which loop, what fault, who owns fix
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GenX360
Preview

GenX360

PDF • 189.0 KB
Autonomous Generative AI Decision Support in Teams & Web
  • Natural-language querying connected live to plant historian & lab telemetry
  • Grounded RAG parsing standard operating procedures (SOPs) & vendor manuals
  • Automated shift handover reports, incident debriefs, and root-cause summaries
  • Full enterprise guardrails, role-based access control, and audit trail
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OutlierX360
Preview

OutlierX360

PDF • 388.4 KB
Multivariate Sensor Drift & Anomaly Isolation
  • Continuous multivariate validation over thousands of real-time process tags
  • Autonomous discrimination between sensor drift, true faults, and grade shifts
  • Eliminates 80%+ nuisance alarms to protect operator vigilance
  • Provides pristine, filtered input streams to APC and high-level optimizers
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WorkflowX360
Preview

WorkflowX360

PDF • 229.7 KB
Governed Digital Execution for Industrial Operations
  • Eliminates unmanaged email threads and spreadsheets with digital workflows
  • Configurable approval ladders, escalation trees, and SLA monitors
  • Built specifically for chemical, refining, and gas plant operating cadence
  • Seamless bi-directional integration with SAP PM, CMMS, and DCS alarms
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SUITE 7 OF 8 • CRITICAL ASSETS & PREDICTIVE UPTIME

Maintenance and Reliability Suite

Predictive Asset Health, Failure Lead Times & Maintenance Ranking. Unifying CMMS/SAP maintenance costs with vibration, thermal, and electrical telemetry to isolate quiet cost sinkholes weeks before catastrophic trips.

14–30 Days
Pre-Trip Warning Horizon
12–20%
Unplanned Trip Reduction
15–25%
Maintenance Cost Avoidance
MaintenanceX360
Preview

MaintenanceX360

PDF • 265.8 KB
Cross-Plant Asset Cost Benchmarking & Bad Actor Elimination
  • Correlates SAP PM maintenance expenditure with CMMS reliability records
  • Ranks units and machines against identical peers to isolate quiet money pits
  • Spares consumption forecasting based on actual operating stress hours
  • Turnaround maintenance scope optimization to avoid unnecessary overhauls
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ReliabilityX360
Preview

ReliabilityX360

PDF • 665.0 KB
Predictive Health & 14-30 Day Lead Anomaly Detection
  • Physics-informed ML models for compressors, pumps, turbines & blowers
  • Vibration spectral signature and bearing temperature early warning
  • Lube oil degradation, mechanical seal leak, and impeller cavitation flags
  • Replaces reactive trip alarms with actionable pre-failure maintenance horizons
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SUITE 8 OF 8 • SITE-WIDE ENERGY, STEAM & POWER

Utility Suite

Mixed-Integer Linear Programming for Multi-Header Energy Optimization. Real-time optimization of boilers, steam turbines, letdown stations, and electrical import/export to eliminate venting and slash carbon emissions.

1–3%
Site-Wide Energy Cost Cut
2–5%
Scope-1 Carbon Emission Drop
0 Event
Steam Header Pressure Trip
EnergyX360
Preview

EnergyX360

PDF • 4.0 MB
Site-Wide Steam & Power Mixed-Integer Linear Programming
  • Real-time mass and energy balance across multi-header steam networks (HP/MP/LP)
  • Turbine-vs-motor driver economic dispatching based on electricity spot tariffs
  • Eliminates steam venting, letdown degradation, and boiler fuel waste
  • Continuous Scope-1 & Scope-2 greenhouse gas emission minimization
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VALUE CREATION PLAYBOOK

Ready to Deploy Purpose-Built Industrial AI?

Experience measurable gains in yield, energy efficiency, and equipment uptime within 90 days. Our engineers work with your DCS, historian, and operational teams to unlock millions in verified value.

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https://brochure.ingenero360.ai • marketing@ingenero.com