AI Operations Performance Dashboard Generation Agent
Real-time operations performance dashboard generation tool for manufacturing KPIs—MTTR, OEE, uptime, and anomaly alerts
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Overview
Custom solution
Workflow
Automating Operations Performance Dashboard Generation with AI
Automate your entire operations performance dashboard workflow—from data ingestion and KPI calculation to anomaly detection and real-time visualization.
001
Unified KPI Calculation Across Your Plant Floor
The agent ingests data from PLCs, SCADA, MES, and CMMS systems to compute standardized manufacturing KPIsOEE, availability, MTTR, and MTBFusing ISO 22400-aligned definitions that ensure consistency across sites.
002
Intelligent Anomaly Detection and Alerting
Streaming analytics and ML models monitor equipment signals in real time, detecting anomalies before they become failures and routing prioritized alerts to the right teams with full context for faster response.
003
Role-Based Dashboards Generated Automatically
Real-time dashboards materialize for each roleoperators see Andon-style status views, maintenance planners track reliability metrics, and plant managers get drill-down visibility from enterprise to individual asset performance.
How Cassidy automatesStep 1: Connect to plant floor data sourcesCassidy integrates with your existing OT infrastructurehistorians, SCADA, MES, and CMMSpulling tag data, equipment states, production orders, and maintenance records into the Knowledge Base for unified context.Step 2: Contextualize assets and define KPI logicThe Workflow maps incoming signals to your ISA-95 asset hierarchy and applies standardized KPI calculations. Cassidy understands your equipment templates, ideal run rates, shift calendars, and reason code taxonomies to compute OEE, uptime, MTTR, and MTBF accurately.Step 3: Detect anomalies and generate alertsCassidy's Agents continuously analyze streaming data against control limits and ML-based anomaly models. When thresholds are breached or patterns indicate emerging issues, the system generates prioritized alerts with root-cause context and routes them to operators, supervisors, or maintenance teams.Step 4: Build and update real-time dashboardsThe Workflow automatically generates role-specific dashboardsOEE gauges and trends for plant managers, downtime Paretos for CI teams, reliability metrics for maintenance plannerswith drill-down from plant to line to individual asset.Step 5: Close the loop with automated actionsCassidy creates CMMS work orders for high-priority anomalies, prompts operators for downtime reason coding, and feeds repair outcomes back into MTTR calculationskeeping your KPIs accurate and your teams focused on continuous improvement.
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Get help from our team of specialists to quickly integrate this solution into your existing workflow and unlock new growth.
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- Hands-on onboarding and support
- Self-paced training for your team
- Dedicated implementation experts
- Ongoing use case discovery
- ROI tracking & analytics dashboards
- Proven playbooks to get started fast
A dedicated team to drive adoption and results
Our implementation experts work hands-on with your team to make sure you see real value - fast. From setup to optimization, we’re here to help every step of the way.
We enable your teams - no IT required
We train your builders, support their workflows, and make sure they get the most out of Cassidy without ever waiting on engineering.


