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AI Manufacturing Performance and Downtime Optimization

by Arch Systems

Manufacturing analytics calculate OEE and availability, flag anomalies.

Arch Systems
Industry
Industrial & ManufacturingManufacturing
Use cases
Condition MonitoringProcess OptimizationPredictive Maintenance
Deployment
Public SaaS
Services
System IntegrationSupport & MaintenanceData AnalyticsSoftware Platform
Available in
Worldwide
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The challenge

What operators are up against

Factories often have machine data spread across MES, ERP, SCADA, dashboards, equipment automation, and manual records. Teams can see that output or availability has changed but still spend hours determining why. Downtime labels may be incomplete, alerts can lack ownership, and scarce experts become the bottleneck between a signal and a corrective action.

The solution

How AI Manufacturing Performance and Downtime Optimization addresses it

AI Manufacturing Performance and Downtime Optimization unifies production and machine data and applies manufacturing-specific analytics to identify the causes of OEE, throughput, quality, and availability gaps. Prescriptive guidance and workflow routing deliver recommended next steps to operators, supervisors, engineers, or managers and capture the response.

How it works

Arch connects to machines and factory applications and normalizes events such as cycle times, error codes, output, downtime, quality, and state changes. The platform calculates operational KPIs and uses process knowledge to detect patterns and narrow likely causes. Dashboards and AI guidance explain the issue and recommend action. Action Manager routes alerts or SOP tasks according to module, role, and user availability. Teams perform the work and use the shared history for continuous improvement.

SenseArch ingests machine states, error codes, cycle times, output, quality, downtime events, and contextual data from existing factory systems.
ConnectConnectors link modern automated lines, legacy PLCs, manual workflows, and factory software; no exact network transport is asserted.
AnalyzeManufacturing analytics calculate OEE and availability, flag anomalies, identify performance drivers, and generate prescriptive recommendations.
ActAction Manager routes recommended steps and standard procedures to available operators, supervisors, engineers, or managers.

Vendor documentation: vendor website

Evidence level: L3 · Case-documented: how evidence levels work

Why teams choose it

Faster Downtime Response: Clear ownership and recommended action reduce time spent interpreting alerts.

Higher Equipment Effectiveness: Reliable event context reveals availability, performance, and quality losses.

Scaled Expert Knowledge: Prescriptive guidance makes specialized manufacturing insight available across shifts.

Lower Integration Disruption: Existing machines and systems remain in place while their data is connected.

Factory Data Integration

Connectors collect machine and application data without wholesale system replacement.

Real-Time OEE Monitoring

Unified events support current availability, performance, quality, and OEE views.

Downtime Intelligence

Analytics narrow causes of stops, micro-stops, speed loss, and availability gaps.

Prescriptive AI Guidance

Manufacturing-specific models recommend clear next steps instead of only alerts.

Action and SOP Routing

Workflows deliver issues and procedures to available users by role and context.

Multi-Site Operational Views

Shared metrics and guidance support improvement across lines, shifts, and factories.

Documented deployments

Evidence reviewed15,000+ machines connected across 100+ sites

15,000+ machines across 100+ Flex sites feed standardized manufacturing intelligence

Arch Systems connected new and legacy assets to global dashboards, KPIs, reports, and analytics.

Global electronics manufacturing and supply-chain services company · Global · More than 15,000 machines across 100+ sites
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Evidence reviewed4 continents

Jabil connected 100s of machines in weeks with zero downtime

A three-year ArchFX collaboration spans 12 countries, four continents and several hundred production lines.

Global electronics manufacturing services provider · Global · Several hundred lines across 12 countries and 4 continents · deployed 2023
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