Predictive Maintenance

Anticipate equipment failures using IoT + forecast models.

AI Search, UniForecaster, Alert Agent

Energy Demand Forecasting

Predict and optimize generation and consumption.

Data Connector, UniForecaster, Optimizer Engine

Field Resource Scheduling

Optimize technician and equipment deployment.

List Builder, Optimizer Engine, Output Agent

Operational Knowledge Graph

Connect wells, pipelines, and vendors for traceability.

Knowledge Graph, AI Search

Sustainability Monitoring

Track CO₂ and emissions metrics in real time.

AI Analyzer, Data Cleaner, Output Agent

Supply Chain Optimization

Cost and route optimization for complex supply networks.

Optimizer Engine, Data Connector

Inventory Forecasting

Predict shortages and reorder points automatically.

UniForecaster, Output Agent

Production Line Anomaly Detection

Detect inefficiencies or defects in sensor streams.

Anomaly Detector, AI Search

Supplier Knowledge Graph

Consolidate and evaluate vendors across multiple ERP systems.

List Builder, Knowledge Graph

Churn & Revenue Prediction

Identify at-risk clients or products.

AI Analyzer, UniForecaster

Scenario Simulation

Simulate financial stress tests.

Scenario Simulator

Fraud & Anomaly Detection

Catch unusual transactions or claim patterns.

Anomaly Detector, Alert Agent

Operational Cost Optimization

Allocate resources across portfolios efficiently.

Optimizer Engine

Patient Flow Optimization

Balance staff, beds, and appointment schedules.

Optimizer Engine, List Builder

Treatment Outcome Forecasting

Predict success rates for specific interventions.

UniForecaster

Research Knowledge Graph

Map study data, molecules, and outcomes.

Knowledge Graph, AI Search

Anomaly Detection for Equipment

Early detection of device malfunction.

Anomaly Detector, Alert Agent

Customer Churn Prediction

Predict and act on customer attrition risks.

AI Analyzer, UniForecaster

Marketing Optimization

Allocate spend across channels efficiently.

Optimizer Engine

Data Unification

Merge CRM, billing, and usage data for analytics.

List Builder, Data Connector

Executive AI Dashboard

Unified view of predictions and ROI.

Output Agent, Workflow Builder

Infrastructure Optimization

Plan maintenance and resource allocation.

Optimizer Engine, Knowledge Graph

Urban Mobility Forecasting

Predict and optimize traffic or energy usage.

UniForecaster

Document Intelligence Portal

Semantic search and knowledge graph for regulations.

AI Search, Knowledge Graph

Emergency Resource Planning

Scenario-based staff and logistics allocation.

Optimizer Engine, Scenario Simulator