| Cloud OEE Software for Manufacturing | GE Vernova | https://www.gevernova.com/software/products/manufacturing-execution-systems/cloud-oee | 3 | 33 | 96 | 7 | 95 |
| Best OEE Software for Production Monitoring in 2026 | Tractian | https://tractian.com/en/blog/best-oee-production-monitoring-software | 2 | 20 | 95 | 16 | 94 |
| sepasoft.com | https://www.sepasoft.com/products/oee-downtime-tracking/ | 2 | 7 | 94 | 0 | 93 |
| machinemetrics.com | https://www.machinemetrics.com/ | 2 | 28 | 95 | 3 | 94 |
| Manufacturing Analytics Software: Best Tools in 2026 | https://www.thoughtspot.com/data-trends/analytics/manufacturing-analytics-software | 2 | 36 | 96 | 14 | 95 |
| Best Manufacturing Operations Analytics Software for Mid-Size Manufacturers: 7 Tools That Actually Move the Needle in 2026 - Humble Operations | https://humbleops.com/resources/best-manufacturing-operations-analytics-software | 2 | 0 | 94 | 0 | 93 |
| Syensqo Partners With Ekhosoft to Enhance Performance Management | https://au.finance.yahoo.com/news/syensqo-partners-ekhosoft-enhance-performance-130500596.html | 1 | 69 | 97 | 27 | 95 |
| abiresearch.com | https://www.abiresearch.com/blog/top-three-up-and-coming-oee-software-for-manufacturers-comparison | 1 | 35 | 96 | 2 | 94 |
| https://kfactory.ai/ | https://kfactory.ai/ | 1 | 0 | 93 | 0 | 93 |
| Top 5 Manufacturing Data Analytics Software Ranked and Reviewed — Zenlytic | https://zenlytic.com/blog/manufacturing-data-analytics-software | 1 | 22 | 96 | 2 | 94 |
| Top 10 Automotive OEE Software Tools for 2024 | TeepTrak | https://teeptrak.com/en/automotive-oee-software-tools-2024/ | 1 | 10 | 94 | 11 | 94 |
| teeptrak.com | https://teeptrak.com/en/best-production-monitoring-software/ | 1 | 10 | 94 | 11 | 94 |
| https://support.tulip.co/docs/plan-an-integration-between-tulip-and-an-mes-or-erp | https://support.tulip.co/docs/plan-an-integration-between-tulip-and-an-mes-or-erp | 1 | 24 | 95 | 3 | 94 |
| Manufacturing Execution System (MES) Software | Dassault Systèmes | https://www.3ds.com/products/delmia/manufacturing-operations/manufacturing-execution-system | 1 | 50 | 96 | 11 | 95 |
| Syensqo Invests in Operational Intelligence Software | https://www.pcimag.com/articles/print/112759-syensqo-invests-in-operational-intelligence-software | 1 | 22 | 95 | 0 | 93 |
| f7i.ai | https://f7i.ai/blog/the-best-manufacturing-execution-systems-mes-for-2026-a-strategic-comparison-for-operations-leaders | 1 | 12 | 95 | 4 | 94 |
| https://www.ptc.com/en/products/thingworx/ | https://www.ptc.com/en/products/thingworx/ | 1 | 40 | 96 | 9 | 95 |
| Who are Seeq? | https://www.viewpointanalysis.com/post/who-are-seeq | 1 | 6 | 95 | 1 | 93 |
| Best Predictive OEE Software for Steel Manufacturing in 2026 | https://ifactoryapp.com/sap-integration/on-prem-ai/best-predictive-oee-software-for-steel-manufacturing-2026 | 1 | 6 | 95 | 6 | 94 |
| Factory Analytics - Oden Technologies | https://oden.io/factory-analytics/ | 1 | 18 | 96 | 11 | 95 |
| fabrico.io | https://www.fabrico.io/blog/best-unified-manufacturing-platforms-oee-cmms/ | 1 | 9 | 95 | 0 | 93 |
| Plex Manufacturing Execution System (MES) | FactoryTalk | US | https://www.rockwellautomation.com/en-us/products/software/factorytalk/operationsuite/mes/plex-mes.html | 1 | 39 | 96 | 5 | 94 |
| Best Downtime Tracking Software for Manufacturing | Tractian | https://tractian.com/en/blog/best-downtime-tracking-software-for-manufacturing | 1 | 20 | 95 | 16 | 94 |
| SoftServe Introduces Production Data Tower for Next-Gen Factory Analytics | https://www.softserveinc.com/de-de/news/softserve-introduces-production-data-tower | 1 | 31 | 96 | 15 | 94 |
| https://www.augury.com/machine-health/ | https://www.augury.com/machine-health/ | 1 | 23 | 96 | 1 | 94 |
| OEE Software & Pharma Manufacturing Analytics | Vimachem | https://www.vimachem.com/pharma-mes-platform/manufacturing-analytics-oee/ | 1 | 4 | 94 | 0 | 93 |
| 7 Best Lean Manufacturing OEE Software Tools 2024 | TeepTrak | https://teeptrak.com/en/lean-manufacturing-oee-software-tools/ | 1 | 10 | 94 | 11 | 94 |
| dataparc.com | https://www.dataparc.com/production-loss-tracking-oee/ | 1 | 9 | 95 | 0 | 94 |
| https://litmus.io/newsroom/litmus-expands-enterprise-grade-smart-manufacturing-at-the-edge | https://litmus.io/newsroom/litmus-expands-enterprise-grade-smart-manufacturing-at-the-edge | 1 | 22 | 96 | 15 | 95 |
| Top 10 Manufacturing Analytics Platforms in 2026 | https://ifactoryapp.com/analytics-reporting/top-manufacturing-analytics-platforms-2026 | 1 | 6 | 95 | 6 | 94 |
| Top 5 OEE Software Solutions for Manufacturing Performance in 2026 | https://excellerant-mfg.com/feeds/blog/oee-solutions-manufacturing-2025 | 1 | 3 | 95 | 0 | 93 |
| Ironsides Technology Launches New Automated Productivity Analytics Module - World of Print | https://www.worldofprint.com/2024/03/28/ironsides-technology-launches-new-automated-productivity-analytics-module/ | 1 | 5 | 94 | 0 | 91 |
| raven.ai | https://raven.ai/discrete-manufacturing-software-solution/ | 1 | 5 | 94 | 3 | 94 |
| https://www.seeq.com/ | https://www.seeq.com/ | 1 | 22 | 95 | 6 | 94 |
| Manufacturing Execution Systems (MES) 101 | PlantStar MES | https://plantstar.com/manufacturing-execution-systems-mes-101 | 1 | 0 | 93 | 1 | 92 |
| Manufacturing Analytics Software | SAS | https://www.sas.com/en_us/industry/manufacturing.html | 1 | 47 | 97 | 12 | 95 |
| Overall Equipment Effectiveness (OEE) Optimization | https://www.sas.com/en_ie/industry/manufacturing/solution/overall-equipment-effectiveness-optimization.html | 1 | 47 | 97 | 12 | 95 |
| caddissystems.com | https://www.caddissystems.com/insights-and-articles/top-10-best-machine-downtime-tracking-software | 1 | 0 | 93 | 0 | 92 |
| https://upblue.io/ | https://upblue.io/ | 1 | 0 | 93 | 0 | 91 |
| Understanding Big Data Analytics in Manufacturing: Comparing Splunk, Seeq, & Sight Machine [Monday Musings] | https://blog.lnsresearch.com/understanding-big-data-analytics-in-manufacturing-comparing-splunk-seeq-sight-machine-monday-musings | 1 | 21 | 95 | 16 | 95 |
| Manufacturing Execution System (MES) –AI-Powered Smart Production Control | iFactory AI | https://ifactoryapp.com/manufacturing-execution-system/ | 1 | 6 | 95 | 6 | 94 |
| Ironsides Launches Module for Nor'Star Software | https://www.piworld.com/article/ironsides-launches-new-module-for-norstar-apt-software/ | 1 | 25 | 95 | 1 | 94 |
| parsec-corp.com | https://www.parsec-corp.com/ | 1 | 17 | 95 | 15 | 95 |
| https://tulip.co/ | https://tulip.co/ | 1 | 24 | 95 | 19 | 95 |
| Plex Smart Manufacturing Platform | Rockwell Automation | Plex | US | https://plex.rockwellautomation.com/en-us.html | 1 | 39 | 96 | 17 | 94 |
| Supply Chain Analytics Software: Our Top 15 Tools (in 2026) | Mammoth Analytics | https://mammoth.io/blog/supply-chain-analytics-software/ | 1 | 12 | 95 | 10 | 94 |
| FactoryTalk Metrics | https://www.rockwellautomation.com/en-mde/products/software/factorytalk/operationsuite/metrics.html | 1 | 39 | 96 | 5 | 94 |
| https://www.ptc.com/en/products/thingworx/iot-analytics | https://www.ptc.com/en/products/thingworx/iot-analytics | 1 | 40 | 96 | 9 | 95 |
| Intelligent MES Software for Discrete Manufacturing | MachineMetrics | https://www.machinemetrics.com/mes-software | 1 | 28 | 95 | 3 | 94 |
| Top 5 Industrial IoT Monitoring Solutions for Smart Manufacturing in 2026 | https://excellerant-mfg.com/feeds/blog/best-industrial-equipment-monitoring-software | 1 | 3 | 95 | 0 | 93 |
| Accelerate your smart manufacturing journey | https://www.aveva.com/en/industries/manufacturing/jcr:content/root/main_container/ | 1 | 34 | 96 | 4 | 94 |
| tractian.com | https://tractian.com/en | 1 | 20 | 95 | 16 | 94 |
| https://www.aveva.com/en/products/manufacturing-execution-system/ | https://www.aveva.com/en/products/manufacturing-execution-system/ | 1 | 34 | 96 | 4 | 94 |
| 5 Best AI-Powered Manufacturing Analytics Software Tools (2026 Review) | https://www.fabrico.io/blog/best-ai-powered-manufacturing-analytics-software-2026-review/ | 1 | 9 | 95 | 0 | 93 |
| Compare Top 21 Manufacturing AI Solutions & Software | https://aimultiple.com/manufacturing-ai-solutions | 1 | 39 | 96 | 34 | 95 |
| Manufacturing Analytics Platform for Smart Factories | Zoho Analytics | https://www.zoho.com/analytics/manufacturing-analytics.html?src=analytics-header | 1 | 60 | 97 | 32 | 95 |
| prnewswire.com | https://www.prnewswire.com/news-releases/syspro-strengthens-digital-shopfloor-capabilities-with-acquisition-of-evocon-302656964.html | 1 | 64 | 97 | 18 | 95 |
| https://www.machinemetrics.com/platform | https://www.machinemetrics.com/platform | 1 | 28 | 95 | 3 | 94 |
| What is a Manufacturing Execution System (MES)? | IBM | https://www.ibm.com/think/topics/mes-system | 1 | 66 | 97 | 38 | 95 |
| OEE Software | Overall Equipment Effectiveness - KANBAN | https://kanbanboard.co.uk/oee-software-overall-equipment-effectiveness | 1 | 0 | 93 | 0 | 93 |
| http://www.rolta.com/wp-content/uploads/pdfs/resources/Operational-Excellence_Rolta.pdf#3#2 | http://www.rolta.com/wp-content/uploads/pdfs/resources/Operational-Excellence_Rolta.pdf#3#2 | 1 | 10 | 95 | 0 | 94 |
| https://docs.litmus.io/edgemanager | https://docs.litmus.io/edgemanager | 1 | 22 | 96 | 6 | 94 |
| Top Seeq Alternatives, Competitors | https://www.cbinsights.com/company/seeq-corporation/alternatives-competitors | 1 | 48 | 97 | 15 | 94 |
| Top 10: Supply Chain Analytics Software | Supply Chain Digital | https://supplychaindigital.com/technology/top-10-supply-chain-analytics-software | 1 | 37 | 96 | 31 | 95 |
| MachineMetrics Production Intelligence Platform Reviews & Ratings 2026 | Gartner Peer Insights | https://www.gartner.com/reviews/product/machinemetrics-production-intelligence-platform | 1 | 61 | 97 | 24 | 95 |
| https://www.seeq.com/about/ | https://www.seeq.com/about/ | 1 | 22 | 95 | 6 | 94 |
| Plex Smart Manufacturing Platform | Plex, by Rockwell Automation | https://www.plex.com/ | 1 | 22 | 95 | 2 | 94 |
| Insights Hub vs Shoplogix Smart Factory Platform 2026 | Gartner Peer Insights | https://gcom.pdoqa.aws.gartner.com/reviews/market/global-industrial-iot-platforms/compare/product/insights-hub-vs-shoplogix-smart-factory-platform | 1 | 61 | 97 | 0 | 93 |
| https://www.hertzler.com/ | https://www.hertzler.com/ | 1 | 3 | 95 | 4 | 93 |
| Production Analytics: Make Data-Driven Choices in 30 Days | https://www.yash.com/blog/beyond-gut-feel-your-first-30-days-with-production-analytics/?highlight=Data%20Analytics | 1 | 20 | 95 | 1 | 94 |
| https://www.sightmachine.com/ | https://www.sightmachine.com/ | 1 | 19 | 96 | 12 | 95 |
| Best Manufacturing Analytics Software: Buyer's Guide 2026 | https://b-eye.com/blog/manufacturing-analytics-software/ | 1 | 7 | 95 | 6 | 94 |
| 6 Best Manufacturing Analytics Companies of 2026 - JobPack | https://jobpack.com/manufacturing-analytics-companies-2026/ | 1 | 2 | 94 | 1 | 94 |
| http://www.rolta.com/wp-content/uploads/pdfs/resources/Operational-Excellence_Rolta.pdf#3#1 | http://www.rolta.com/wp-content/uploads/pdfs/resources/Operational-Excellence_Rolta.pdf#3#1 | 1 | 10 | 95 | 0 | 94 |
| https://www.siemens.com/en-gb/products/insights-hub/ | https://www.siemens.com/en-gb/products/insights-hub/ | 1 | 52 | 97 | 25 | 95 |
| What is an manufacturing execution system (MES)? | https://www.sap.com/resources/what-is-mes | 1 | 58 | 97 | 25 | 95 |
| Factbird – Manufacturing Intelligence Suite | https://www.factbird.com/ | 1 | 10 | 95 | 0 | 93 |
| Manufacturing Analytics Solutions | Altair | https://altair.com/manufacturing-analytics/?utm_source=wsdtech&utm_medium=referral&utm_campaign=APAC-TW-2024-04-ALT-CVG-AI-workshop | 1 | 35 | 96 | 33 | 95 |
| https://www.aveva.com/en/products/pi-data-infrastructure.tar/ | https://www.aveva.com/en/products/pi-data-infrastructure.tar/ | 1 | 34 | 96 | 4 | 94 |
| Seeq Customers | https://www.cbinsights.com/company/seeq-corporation/customers | 1 | 48 | 97 | 15 | 94 |
| Best Analytics and Decision Intelligence Platforms in Supply Chain Reviews 2026 | Gartner Peer Insights | https://www.gartner.com/reviews/market/analytics-and-decision-intelligence-platforms-in-supply-chain | 1 | 61 | 97 | 24 | 95 |
| Best Overall Equipment Effectiveness (OEE) Software Reviews 2026 | Gartner Peer Insights | https://gcom.pdoqa.aws.gartner.com/reviews/market/overall-equipment-effectiveness-oee-software | 1 | 61 | 97 | 0 | 93 |
| https://docs.machinemetrics.com/docs/product-guides/mes/ | https://docs.machinemetrics.com/docs/product-guides/mes/ | 1 | 28 | 95 | 0 | 92 |
| Braincube: The Leading Industrial Analytics for Process Health | https://www.aveva.com/en/products/braincube-the-leading-industrial-analytics-for-process-health/ | 1 | 34 | 96 | 4 | 94 |
| BEET Core 2026: Benefits, Features & Pricing | https://www.softwareadvice.com/product/530152-BEET-Core/ | 1 | 48 | 96 | 14 | 94 |
| https://litmus.io/ | https://litmus.io/ | 1 | 22 | 96 | 15 | 95 |
| OEE Software: How to Monitor, Track & Improve Productivity | MachineMetrics | https://www.machinemetrics.com/blog/oee-software-monitor-track-improve-productivity | 1 | 28 | 95 | 3 | 94 |
| https://www.seeq.com/product/ | https://www.seeq.com/product/ | 1 | 22 | 95 | 6 | 94 |
| Embedded Manufacturing Analytics Software – Reveal BI | https://www.revealbi.io/manufacturing-analytics | 1 | 19 | 95 | 6 | 94 |
| https://www.hublerx.ai/ | https://www.hublerx.ai/ | 1 | - | - | - | - |
| What is a Manufacturing Execution System (MES)? | https://www.ifs.com/en/glossary/manufacturing-execution-system | 1 | 33 | 95 | 7 | 94 |
| https://www.dussergroup.com/en/solutions/tulip-frontline-operation/ | https://www.dussergroup.com/en/solutions/tulip-frontline-operation/ | 1 | 7 | 92 | 0 | 92 |
| Seeq vs. TrendMiner Comparison 2026 | G2 | https://www.g2.com/compare/seeq-vs-trendminer | 1 | 59 | 97 | 29 | 95 |
| https://support.ptc.com/help/thingworx/platform/r9/en/ThingWorx/Help/Composer/Analytics/Analytics.html | https://support.ptc.com/help/thingworx/platform/r9/en/ThingWorx/Help/Composer/Analytics/Analytics.html | 1 | 40 | 96 | 18 | 95 |
| OEE Software Plex Integration Guide for Manufacturing (2026) | https://www.fabrico.io/blog/oee-software-plex-integration-guide/ | 1 | 9 | 95 | 0 | 93 |
| https://www.aveva.com/ja-jp/products/manufacturing-execution-system/ | https://www.aveva.com/ja-jp/products/manufacturing-execution-system/ | 1 | 34 | 96 | 4 | 94 |
| What is Manufacturing Operations Management (MOM)? | GE Vernova | https://www.gevernova.com/software/blog/what-manufacturing-operations-management-mom | 1 | 33 | 96 | 7 | 95 |
| https://support.machinemetrics.com/hc/en-us/articles/42085702561427-The-Core-Four-MES-Features | https://support.machinemetrics.com/hc/en-us/articles/42085702561427-The-Core-Four-MES-Features | 1 | 28 | 95 | 3 | 94 |
| Best Manufacturing Analytics Software in 2026: Top 12 Platforms Compared | https://ifactoryapp.com/blog/best-manufacturing-analytics-software-2026 | 1 | 6 | 95 | 6 | 94 |
| https://docs.litmus.io/litmusedge/resources/faqs | https://docs.litmus.io/litmusedge/resources/faqs | 1 | 22 | 96 | 6 | 94 |
| Integrating Digital Manufacturing Dashboards with ERP and MES Systems | https://www.risevision.com/blog/integrating-digital-manufacturing-dashboards-with-erp-and-mes-systems | 1 | 24 | 96 | 4 | 94 |
| https://www.seeq.com/product/our-offerings/ | https://www.seeq.com/product/our-offerings/ | 1 | 22 | 95 | 6 | 94 |
| Industrial AI Market Landscape: Navigating Product Categories and TLAs | https://blog.lnsresearch.com/industrial-ai-market-landscape-navigating-product-categories-and-tlas | 1 | 21 | 95 | 16 | 95 |
| https://essembi.com/ | https://essembi.com/ | 1 | 5 | 94 | 0 | 93 |
| Manufacturing Execution System (MES) / MOM Software - Plex | https://plex.rockwellautomation.com/en-us/products/manufacturing-execution-system.html | 1 | 39 | 96 | 17 | 94 |
| https://tulip.co/ebooks/mes-vs-operations-platforms/ | https://tulip.co/ebooks/mes-vs-operations-platforms/ | 1 | 24 | 95 | 19 | 95 |
| Applying Manufacturing Intelligence to OEE for Real-Time Decision Support | Northwest Analytics | https://www.nwasoft.com/resources/information-center/white-paper/applying-manufacturing-intelligence-oee-real-time-decision- | 1 | 7 | 95 | 0 | 94 |
| https://www.ptc.com/en/technologies/iiot/ai-machine-learning | https://www.ptc.com/en/technologies/iiot/ai-machine-learning | 1 | 40 | 96 | 9 | 95 |
| 15+ Best Manufacturing Analytics Platforms & BI Solutions | https://dilytics.com/15-best-manufacturing-analytics-platforms-bi-solutions/ | 1 | 2 | 94 | 1 | 94 |
| https://www.ge.com/digital/sites/default/files/download_assets/proficy-smart-factory-cloud-oee-from-ge-digital.pdf | https://www.ge.com/digital/sites/default/files/download_assets/proficy-smart-factory-cloud-oee-from-ge-digital.pdf | 1 | 47 | 96 | 13 | 95 |
| MES Dashboard | SYMESTIC | https://www.symestic.com/en-us/uses/mes-dashboard | 1 | 9 | 95 | 1 | 94 |
| https://docs.machinemetrics.com/docs/getting-started/what-is-machinemetrics/ | https://docs.machinemetrics.com/docs/getting-started/what-is-machinemetrics/ | 1 | 28 | 95 | 0 | 92 |
| The Intelligent Industrial Enterprise: Assembling the "Multi-Minded" Enterprise | ARC Advisory Group | https://www.arcweb.com/blog/intelligent-industrial-enterprise-assembling-multi-minded-enterprise | 1 | 28 | 95 | 4 | 94 |
| https://litmus.io/architecture-hub/industrial-dataops-and-uns | https://litmus.io/architecture-hub/industrial-dataops-and-uns | 1 | 22 | 96 | 15 | 95 |
| Transforming-Industrial-Data-Into-Results-With-AVEVA-Braincube | https://braincube.com/resources/transforming-industrial-data-into-results-with-aveva-braincube/ | 1 | 13 | 95 | 7 | 94 |
| https://www.seeq.com/solutions/data-scientist/ | https://www.seeq.com/solutions/data-scientist/ | 1 | 22 | 95 | 6 | 94 |
| OEE Software & Solutions | AVEVA | https://www.aveva.com/en/solutions/operations/oee/ | 1 | 34 | 96 | 4 | 94 |
| https://www.operonixindustrial.com/ | https://www.operonixindustrial.com/ | 1 | - | - | - | - |
| https://aimenta.ai/ai-tools/sight-machine | https://aimenta.ai/ai-tools/sight-machine | 1 | - | - | - | - |
| Top Sight Machine Alternatives, Competitors | https://www.cbinsights.com/company/sight-machine/alternatives-competitors | 1 | 48 | 97 | 15 | 94 |
| https://www.siemens.com/en-us/products/insights-hub/solutions/ | https://www.siemens.com/en-us/products/insights-hub/solutions/ | 1 | 52 | 97 | 25 | 95 |
| Maximizing Manufacturing Efficiency | Plex MES by Rockwell Automation | https://blog.cybertrol.com/maximizing-manufacturing-efficiency-plex-mes-by-rockwell-automation | 1 | 7 | 95 | 1 | 94 |
| https://www.aveva.com/content/dam/aveva/documents/datasheets/Datasheet_AVEVA%20Manufacturing%20Execution%20System_23-01.pdf | https://www.aveva.com/content/dam/aveva/documents/datasheets/Datasheet_AVEVA%20Manufacturing%20Execution%20System_23-01.pdf | 1 | 34 | 96 | 4 | 94 |
| https://www.machinemetrics.com/production-monitoring | https://www.machinemetrics.com/production-monitoring | 1 | 28 | 95 | 3 | 94 |
| Best Manufacturing Execution Systems Reviews 2026 | Gartner Peer Insights | https://www.gartner.com/reviews/market/manufacturing-execution-systems | 1 | 61 | 97 | 24 | 95 |
| https://www.parsec-corp.com/solutions/by-function/inventory | https://www.parsec-corp.com/solutions/by-function/inventory | 1 | 17 | 95 | 15 | 95 |
| Michael Risse on LinkedIn: #timeseries #advancedanalytics | https://www.linkedin.com/posts/michaelbrisse_timeseries-advancedanalytics-activity-6859263602608746496-mlPT | 1 | 90 | 98 | 73 | 97 |
| https://marketplace.microsoft.com/en-us/product/web-apps/seeqcorporation.seeq_software?tab=overview | https://marketplace.microsoft.com/en-us/product/web-apps/seeqcorporation.seeq_software?tab=overview | 1 | 80 | 97 | 48 | 95 |
| 5 Best Plex Alternatives for Agile Manufacturing (2026 Review) | https://www.fabrico.io/blog/best-plex-alternatives-manufacturing/ | 1 | 9 | 95 | 0 | 93 |
| https://www.gartner.com/reviews/market/overall-equipment-effectiveness-oee-software | https://www.gartner.com/reviews/market/overall-equipment-effectiveness-oee-software | 1 | 61 | 97 | 24 | 95 |
| Top 10 Manufacturing Analytics Software and How It Works | https://www.insia.ai/blog-posts/top-10-manufacturing-analytics-software-and-how-it-works | 1 | 11 | 95 | 0 | 93 |
| https://tulip.co/how-it-works/ | https://tulip.co/how-it-works/ | 1 | 24 | 95 | 19 | 95 |
| Top Seeq Alternatives in 2026 | https://slashdot.org/software/p/Seeq/alternatives | 1 | 50 | 97 | 43 | 96 |
| https://plm.sw.siemens.com/en-US/insights-hub/capabilities/ | https://plm.sw.siemens.com/en-US/insights-hub/capabilities/ | 1 | 52 | 97 | 26 | 95 |
| Plex Smart Manufacturing Platform | Specs, reviews and EoL info | https://invgate.com/itdb/plex-smart-manufacturing-platform | 1 | 31 | 95 | 21 | 95 |
| https://www.machinedesign.com/automation-iiot/article/55093674/rockwell-automation-factorytalk-datamosaix-industrial-dataops-platform-fosters-a-single-source-of-truth | https://www.machinedesign.com/automation-iiot/article/55093674/rockwell-automation-factorytalk-datamosaix-industrial-dataops-platform-fosters-a-single-source-of-truth | 1 | 32 | 95 | 13 | 95 |
| https://www.machinemetrics.com/next-gen-mes | https://www.machinemetrics.com/next-gen-mes | 1 | 28 | 95 | 3 | 94 |
| https://www.parsec-corp.com/solutions/by-process/discrete | https://www.parsec-corp.com/solutions/by-process/discrete | 1 | 17 | 95 | 15 | 95 |
| https://www.seeq.com/get-started/analyze/ | https://www.seeq.com/get-started/analyze/ | 1 | 22 | 95 | 6 | 94 |
| https://www.intellifabric.ai/ | https://www.intellifabric.ai/ | 1 | 0 | 94 | - | - |
| https://plex.rockwellautomation.com/en-us/products/supply-chain.html | https://plex.rockwellautomation.com/en-us/products/supply-chain.html | 1 | 39 | 96 | 17 | 94 |
| https://www.ptc.com/en/solutions/digital-manufacturing/overall-equipment-effectiveness | https://www.ptc.com/en/solutions/digital-manufacturing/overall-equipment-effectiveness | 1 | 40 | 96 | 9 | 95 |
| https://www.industrialsolutionsnetwork.com/ceslongview/resources/unlocking-manufacturing-data-with-factorytalk-datamosaix | https://www.industrialsolutionsnetwork.com/ceslongview/resources/unlocking-manufacturing-data-with-factorytalk-datamosaix | 1 | 12 | 94 | 0 | 93 |
| https://www.machinemetrics.com/production-management-software | https://www.machinemetrics.com/production-management-software | 1 | 28 | 95 | 3 | 94 |
| https://asm.es/en/traksys/ | https://asm.es/en/traksys/ | 1 | 4 | 95 | 2 | 93 |
| https://www.seeq.com/solutions/semiconductors/ | https://www.seeq.com/solutions/semiconductors/ | 1 | 22 | 95 | 6 | 94 |
| https://www.hubler.ai/manufacturing | https://www.hubler.ai/manufacturing | 1 | 5 | 94 | 0 | 93 |
| https://fore-site.com/ | https://fore-site.com/ | 1 | 0 | 93 | 0 | 92 |
| https://www.ptc.com/en/technologies/iiot | https://www.ptc.com/en/technologies/iiot | 1 | 40 | 96 | 9 | 95 |
| https://www.aveva.cn/products/manufacturing-execution-system/ | https://www.aveva.cn/products/manufacturing-execution-system/ | 1 | 6 | 94 | 0 | 0 |
| https://docs.machinemetrics.com/docs/product-guides/production-analytics-guide/ | https://docs.machinemetrics.com/docs/product-guides/production-analytics-guide/ | 1 | 28 | 95 | 0 | 92 |
| https://www.alliedsolutionsglobal.com/en/products/traksys-oee-software | https://www.alliedsolutionsglobal.com/en/products/traksys-oee-software | 1 | 0 | 93 | 1 | 93 |
| https://www.crossco.com/providers/seeq/ | https://www.crossco.com/providers/seeq/ | 1 | 14 | 95 | 1 | 94 |
| https://nulogy.com/ | https://nulogy.com/ | 1 | 36 | 95 | 11 | 94 |
| https://www.skellig.com/resources/brief-overview-tulip | https://www.skellig.com/resources/brief-overview-tulip | 1 | 4 | 94 | 4 | 93 |
| https://www.ge.com/news/taxonomy/term/8989 | https://www.ge.com/news/taxonomy/term/8989 | 1 | 47 | 96 | 13 | 95 |
| https://www.augury.com/lp/digital-machine-health-manufacturing/ | https://www.augury.com/lp/digital-machine-health-manufacturing/ | 1 | 23 | 96 | 1 | 94 |
| https://docs.litmus.io/litmusedge/system-architecture | https://docs.litmus.io/litmusedge/system-architecture | 1 | 22 | 96 | 6 | 94 |
| https://trust.seeq.com/ | https://trust.seeq.com/ | 1 | 22 | 95 | 1 | 94 |
| https://www.monitory.ai/ | https://www.monitory.ai/ | 1 | 4 | 94 | 2 | 93 |
| https://iotellect.com/mes | https://iotellect.com/mes | 1 | 5 | 95 | 6 | 95 |
| https://www.ptc.com/en/solutions/digital-manufacturing/asset-health-monitoring | https://www.ptc.com/en/solutions/digital-manufacturing/asset-health-monitoring | 1 | 40 | 96 | 9 | 95 |
| https://www.aveva.com/en/products/aveva-pi-system/?wvideo=dr2g02wgtr | https://www.aveva.com/en/products/aveva-pi-system/?wvideo=dr2g02wgtr | 1 | 34 | 96 | 4 | 94 |
| https://www.fabricateiq.com/ | https://www.fabricateiq.com/ | 1 | - | - | - | - |
| https://polytron.com/parsec-traksys/ | https://polytron.com/parsec-traksys/ | 1 | 6 | 94 | 1 | 94 |
| https://www.seeq.com/solutions/ | https://www.seeq.com/solutions/ | 1 | 22 | 95 | 6 | 94 |
| https://www.insia.ai/production | https://www.insia.ai/production | 1 | 11 | 95 | 0 | 93 |
| https://factory-talk.com/software-solutions/tulip/ | https://factory-talk.com/software-solutions/tulip/ | 1 | 3 | 95 | 4 | 94 |
| https://blogs.sw.siemens.com/insights-hub/2023/04/17/insights-hub-and-industrial-iot-whats-new-july-2022/ | https://blogs.sw.siemens.com/insights-hub/2023/04/17/insights-hub-and-industrial-iot-whats-new-july-2022/ | 1 | 52 | 97 | 26 | 95 |
| https://www.ad-hoc-news.de/boerse/news/ueberblick/warum-proficy-smart-factory-von-ge-vernova-fabriken-schneller-und/69560741 | https://www.ad-hoc-news.de/boerse/news/ueberblick/warum-proficy-smart-factory-von-ge-vernova-fabriken-schneller-und/69560741 | 1 | 30 | 96 | 0 | 94 |
| https://www.augury.com/ | https://www.augury.com/ | 1 | 23 | 96 | 1 | 94 |
| https://www.linkedin.com/company/litmus-automation | https://www.linkedin.com/company/litmus-automation | 1 | 90 | 98 | 73 | 97 |
| https://www.seeq.com/solutions/pharmaceuticals-and-life-sciences/ | https://www.seeq.com/solutions/pharmaceuticals-and-life-sciences/ | 1 | 22 | 95 | 6 | 94 |
| https://www.reddit.com/r/LeanManufacturing/comments/1q88dr8/do_your_operators_actually_see_oee_in_realtime/ | https://www.reddit.com/r/LeanManufacturing/comments/1q88dr8/do_your_operators_actually_see_oee_in_realtime/ | 1 | 72 | 97 | 64 | 96 |
| https://en.wikipedia.org/wiki/Tulip_Interfaces | https://en.wikipedia.org/wiki/Tulip_Interfaces | 1 | 80 | 98 | 76 | 97 |
| https://plm.sw.siemens.com/de-DE/insights-hub/ | https://plm.sw.siemens.com/de-DE/insights-hub/ | 1 | 52 | 97 | 26 | 95 |
| https://www.cognite.com/en/partners/rockwell | https://www.cognite.com/en/partners/rockwell | 1 | 26 | 96 | 3 | 94 |
| https://info.augury.com/rs/644-UHX-540/images/Predictive-Maintenance-Solutions-Factoring-Impact-vs-Effort.pdf | https://info.augury.com/rs/644-UHX-540/images/Predictive-Maintenance-Solutions-Factoring-Impact-vs-Effort.pdf | 1 | 23 | 96 | 0 | 94 |
| https://www.delltechnologies.com/asset/da-dk/solutions/business-solutions/briefs-summaries/dell-technologies-manufacturing-edge-with-litmus-solution-brief.pdf | https://www.delltechnologies.com/asset/da-dk/solutions/business-solutions/briefs-summaries/dell-technologies-manufacturing-edge-with-litmus-solution-brief.pdf | 1 | 45 | 96 | 10 | 94 |
| https://en.wikipedia.org/wiki/Seeq_Corporation | https://en.wikipedia.org/wiki/Seeq_Corporation | 1 | 80 | 98 | 76 | 97 |
| https://www.oeesystems.com/wp-content/uploads/2020/10/A-Managers-Guide-to-OEE_Web.pdf | https://www.oeesystems.com/wp-content/uploads/2020/10/A-Managers-Guide-to-OEE_Web.pdf | 1 | 3 | 94 | 0 | 94 |
| https://sightmachine.com/wp-content/uploads/2015/04/5-Manufacturing-Analytics-Best-Practices-20150128.pdf | https://sightmachine.com/wp-content/uploads/2015/04/5-Manufacturing-Analytics-Best-Practices-20150128.pdf | 1 | 19 | 96 | 12 | 95 |
| https://support.ptc.com/WCMS/files/174172/en/ThingWorxManufacturingApps.pdf | https://support.ptc.com/WCMS/files/174172/en/ThingWorxManufacturingApps.pdf | 1 | 40 | 96 | 18 | 95 |
| https://apis.io/apis/rockwell-automation/factorytalk-datamosaix-api/ | https://apis.io/apis/rockwell-automation/factorytalk-datamosaix-api/ | 1 | 25 | 95 | 19 | 95 |
| https://en.wikipedia.org/wiki/Manufacturing_execution_system | https://en.wikipedia.org/wiki/Manufacturing_execution_system | 1 | 80 | 98 | 76 | 97 |
| https://d3mm496e6885mw.cloudfront.net/manufacturer_product/5b16effa402edb6d872e1c9a/specsheet/specSheets/original/SeeqOverviewBrochure20180910.pdf | https://d3mm496e6885mw.cloudfront.net/manufacturer_product/5b16effa402edb6d872e1c9a/specsheet/specSheets/original/SeeqOverviewBrochure20180910.pdf | 1 | - | - | 1 | 94 |
| https://info.sightmachine.com/hubfs/Downloadable%20Resources/White%20Papers/Sight%20Machine%20The%20Data%20Foundation%20for%20Manufacturing.pdf | https://info.sightmachine.com/hubfs/Downloadable%20Resources/White%20Papers/Sight%20Machine%20The%20Data%20Foundation%20for%20Manufacturing.pdf | 1 | 19 | 96 | 0 | 93 |
| https://www.gevernova.com/news/print/pdf/node/142856 | https://www.gevernova.com/news/print/pdf/node/142856 | 1 | 33 | 96 | 7 | 95 |
| https://www.aveva.com/content/dam/aveva/documents/datasheets/Datasheet_MES.pdf.coredownload.inline.pdf | https://www.aveva.com/content/dam/aveva/documents/datasheets/Datasheet_MES.pdf.coredownload.inline.pdf | 1 | 34 | 96 | 4 | 94 |
| https://img.pharmamanufacturing.com/files/base/ebm/pharmamanufacturing/document/2023/02/PM2111_Augury_4.63dabc328f8f4.pdf?dl=PM2111_Augury_4.63dabc328f8f4.pdf | https://img.pharmamanufacturing.com/files/base/ebm/pharmamanufacturing/document/2023/02/PM2111_Augury_4.63dabc328f8f4.pdf?dl=PM2111_Augury_4.63dabc328f8f4.pdf | 1 | 25 | 95 | 1 | 94 |
| https://www.omegacube.com/wp-content/uploads/2024/10/Data-Sheet_MES.pdf | https://www.omegacube.com/wp-content/uploads/2024/10/Data-Sheet_MES.pdf | 1 | 0 | 94 | 0 | 92 |
| https://www.seeq.com/wp-content/uploads/Seeq-for-Pharma-Analytics-AI-Suite.pdf | https://www.seeq.com/wp-content/uploads/Seeq-for-Pharma-Analytics-AI-Suite.pdf | 1 | 22 | 95 | 6 | 94 |
| https://en.wikipedia.org/wiki/Overall_equipment_effectiveness | https://en.wikipedia.org/wiki/Overall_equipment_effectiveness | 1 | 80 | 98 | 76 | 97 |
| https://www.seeq.com/wp-content/uploads/Seeq-for-Pharma.pdf | https://www.seeq.com/wp-content/uploads/Seeq-for-Pharma.pdf | 1 | 22 | 95 | 6 | 94 |
| https://en.wikipedia.org/wiki/MindSphere | https://en.wikipedia.org/wiki/MindSphere | 1 | 80 | 98 | 76 | 97 |
| https://www.aveva.com/content/dam/aveva/documents/legal/service-documents/AVEVA-PI-Data-Infrastructure.pdf | https://www.aveva.com/content/dam/aveva/documents/legal/service-documents/AVEVA-PI-Data-Infrastructure.pdf | 1 | 34 | 96 | 4 | 94 |
| https://info.augury.com/rs/644-UHX-540/images/The-State-of-Production-Health-2025.pdf | https://info.augury.com/rs/644-UHX-540/images/The-State-of-Production-Health-2025.pdf | 1 | 23 | 96 | 0 | 94 |
| https://www.itigroup.com/wp-content/uploads/2024/08/OEE-Express-Programme-Brochure-2024-Website.pdf | https://www.itigroup.com/wp-content/uploads/2024/08/OEE-Express-Programme-Brochure-2024-Website.pdf | 1 | 9 | 94 | 0 | 93 |
| https://www.seeq.com/wp-content/uploads/2024/02/2024-01-03-Seeq-Corp-Brochure-Final.pdf | https://www.seeq.com/wp-content/uploads/2024/02/2024-01-03-Seeq-Corp-Brochure-Final.pdf | 1 | 22 | 95 | 6 | 94 |
| https://en.wikipedia.org/wiki/Plex_Systems | https://en.wikipedia.org/wiki/Plex_Systems | 1 | 80 | 98 | 76 | 97 |
| https://community.ptc.com/sejnu66972/attachments/sejnu66972/manufacturingapps/487/1/ThingWorxManufacturingAppsSetup_8-1-0.pdf | https://community.ptc.com/sejnu66972/attachments/sejnu66972/manufacturingapps/487/1/ThingWorxManufacturingAppsSetup_8-1-0.pdf | 1 | 40 | 96 | 6 | 95 |
| https://www.aveva.com/content/dam/aveva/documents/perspectives/datasheets/Datasheet_MES.pdf.coredownload.inline.pdf | https://www.aveva.com/content/dam/aveva/documents/perspectives/datasheets/Datasheet_MES.pdf.coredownload.inline.pdf | 1 | 34 | 96 | 4 | 94 |
| https://memexoee.com/wp-content/uploads/old/OEE-Machine-Monitoring-Feature-Sheet-S102015-MERLIN-web.pdf | https://memexoee.com/wp-content/uploads/old/OEE-Machine-Monitoring-Feature-Sheet-S102015-MERLIN-web.pdf | 1 | 4 | 95 | 0 | 92 |
| https://www.oeesystems.com/wp-content/uploads/2020/10/A-Managers-Guide-to-OEE_Web-1.pdf | https://www.oeesystems.com/wp-content/uploads/2020/10/A-Managers-Guide-to-OEE_Web-1.pdf | 1 | 3 | 94 | 0 | 94 |
| https://www.reddit.com/r/PowerBI/comments/1rf20gq/how_do_you_prevent_data_quality_issues_from/ | https://www.reddit.com/r/PowerBI/comments/1rf20gq/how_do_you_prevent_data_quality_issues_from/ | 1 | 72 | 97 | 64 | 96 |
| https://support.ptc.com/WCMS/files/173135/en/ThingWorxManufacturingServiceAppsCust_8-1-0.pdf | https://support.ptc.com/WCMS/files/173135/en/ThingWorxManufacturingServiceAppsCust_8-1-0.pdf | 1 | 40 | 96 | 18 | 95 |
| https://www.aveva.com/content/dam/aveva/documents/delete-2025/Brochure_AVEVA_ModelDrivenMES_07-19.pdf | https://www.aveva.com/content/dam/aveva/documents/delete-2025/Brochure_AVEVA_ModelDrivenMES_07-19.pdf | 1 | 34 | 96 | 4 | 94 |
| https://www.hannovermesse.de/apollo/hannover_messe_2021/obs/Binary/A1090021/Litmus-Smart-Manufacturing-Deployment-Guide-Final.pdf | https://www.hannovermesse.de/apollo/hannover_messe_2021/obs/Binary/A1090021/Litmus-Smart-Manufacturing-Deployment-Guide-Final.pdf | 1 | 39 | 96 | 5 | 94 |
| https://en.wikipedia.org/wiki/Seeq | https://en.wikipedia.org/wiki/Seeq | 1 | 80 | 98 | 76 | 97 |
| https://www.criticalmanufacturing.com/wp-content/uploads/2025/03/Brochure-V11_Industrial-Equipment.pdf | https://www.criticalmanufacturing.com/wp-content/uploads/2025/03/Brochure-V11_Industrial-Equipment.pdf | 1 | 18 | 95 | 0 | 94 |
| https://sightline.com/wp-content/uploads/2018/11/Sightline-Manufacturing-Technology-Insights-2018.pdf | https://sightline.com/wp-content/uploads/2018/11/Sightline-Manufacturing-Technology-Insights-2018.pdf | 1 | 13 | 96 | 1 | 94 |
| https://www.plm.automation.siemens.com/media/global/en/Gartner-Magic-Quadrant-for-Industrial-IoT-Platforms-2021_tcm27-103032.pdf | https://www.plm.automation.siemens.com/media/global/en/Gartner-Magic-Quadrant-for-Industrial-IoT-Platforms-2021_tcm27-103032.pdf | 1 | 52 | 97 | 0 | 94 |
| https://en.wikipedia.org/wiki/Velotic | https://en.wikipedia.org/wiki/Velotic | 1 | 80 | 98 | 76 | 97 |
| https://massmep.org/wp-content/uploads/2020/09/Machine-Metrics-Driving-Rapid-and-Continuous-Value-with-Industrial-loT-Technology-final.pdf | https://massmep.org/wp-content/uploads/2020/09/Machine-Metrics-Driving-Rapid-and-Continuous-Value-with-Industrial-loT-Technology-final.pdf | 1 | 12 | 95 | 8 | 94 |
| https://assets.ctfassets.net/7xdd0wzmxlfo/5iursF7D1c3qlwOzaMtH0J/ecdeec7d2d63c8ded193ea85f0c603d1/Buyer-s_Guide_-_Industrial_Data_Operations.pdf | https://assets.ctfassets.net/7xdd0wzmxlfo/5iursF7D1c3qlwOzaMtH0J/ecdeec7d2d63c8ded193ea85f0c603d1/Buyer-s_Guide_-_Industrial_Data_Operations.pdf | 1 | - | - | 50 | 96 |
| https://www.seeq.com/wp-content/uploads/Seeq-for-Semiconductors.pdf | https://www.seeq.com/wp-content/uploads/Seeq-for-Semiconductors.pdf | 1 | 22 | 95 | 6 | 94 |
| https://en.wikipedia.org/wiki/DELMIA | https://en.wikipedia.org/wiki/DELMIA | 1 | 80 | 98 | 76 | 97 |
| https://www.mckinsey.org/~/media/mckinsey/industries/advanced%20electronics/our%20insights/iiot%20platforms%20the%20technology%20stack%20as%20value%20driver%20in%20industrial%20equipment%20and%20machinery/final-report-leveraging-industrial-software-stack-advancement-for-digital-transformation.pdf | https://www.mckinsey.org/~/media/mckinsey/industries/advanced%20electronics/our%20insights/iiot%20platforms%20the%20technology%20stack%20as%20value%20driver%20in%20industrial%20equipment%20and%20machinery/final-report-leveraging-industrial-software-stack-advancement-for-digital-transformation.pdf | 1 | 19 | 95 | 6 | 94 |
| https://en.wikipedia.org/wiki/PTC_Inc. | https://en.wikipedia.org/wiki/PTC_Inc. | 1 | 80 | 98 | 76 | 97 |
| https://www.messe.de/apollo/hannover_messe_2020/obs/Binary/A1038879/Augury-Overview.pdf | https://www.messe.de/apollo/hannover_messe_2020/obs/Binary/A1038879/Augury-Overview.pdf | 1 | 37 | 95 | 2 | 94 |
| https://www.reddit.com/r/manufacturing/comments/1mukcs7/looking_for_help_in_digitization_of_the_oee/ | https://www.reddit.com/r/manufacturing/comments/1mukcs7/looking_for_help_in_digitization_of_the_oee/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/ChemicalEngineering/comments/1m88gw5 | https://www.reddit.com/r/ChemicalEngineering/comments/1m88gw5 | 1 | 72 | 97 | 64 | 96 |
| https://www.manufacturingview.media/uploads/resources/resources/2132021125454AM_Resource_HowAnalyticsAndBusinessIntelligenceCanHelpYouExcelAtManufacturing.pdf | https://www.manufacturingview.media/uploads/resources/resources/2132021125454AM_Resource_HowAnalyticsAndBusinessIntelligenceCanHelpYouExcelAtManufacturing.pdf | 1 | 1 | 93 | 1 | 92 |
| https://en.wikipedia.org/wiki/GE_Digital | https://en.wikipedia.org/wiki/GE_Digital | 1 | 80 | 98 | 76 | 97 |
| https://www.reddit.com/r/LeanManufacturing/comments/1q88ejc/anyone_moved_from_excelbased_oee_tracking_to/ | https://www.reddit.com/r/LeanManufacturing/comments/1q88ejc/anyone_moved_from_excelbased_oee_tracking_to/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/dataengineering/comments/1gkbbji | https://www.reddit.com/r/dataengineering/comments/1gkbbji | 1 | 72 | 97 | 64 | 96 |
| https://info.sightmachine.com/hubfs/Downloadable%20Resources/White%20Papers/WP%20-%20SM%20-%20Manufacturing%20Performance%20Index.pdf | https://info.sightmachine.com/hubfs/Downloadable%20Resources/White%20Papers/WP%20-%20SM%20-%20Manufacturing%20Performance%20Index.pdf | 1 | 19 | 96 | 0 | 93 |
| https://www.seeq.com/wp-content/uploads/2024/05/Seeq-Pratt_Industries_Webinar_Summary.pdf | https://www.seeq.com/wp-content/uploads/2024/05/Seeq-Pratt_Industries_Webinar_Summary.pdf | 1 | 22 | 95 | 6 | 94 |
| https://en.wikipedia.org/wiki/Predictive_maintenance | https://en.wikipedia.org/wiki/Predictive_maintenance | 1 | 80 | 98 | 76 | 97 |
| https://www.reddit.com/r/manufacturing/comments/1g4xh7l | https://www.reddit.com/r/manufacturing/comments/1g4xh7l | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/ChemicalEngineering/comments/15t4c4r | https://www.reddit.com/r/ChemicalEngineering/comments/15t4c4r | 1 | 72 | 97 | 64 | 96 |
| https://altair.com/docs/default-source/resource-library/campaign_corp_solutionsformanufacturingprocessanalytics_eguide_10132020.pdf?sfvrsn=9f3d13d_4 | https://altair.com/docs/default-source/resource-library/campaign_corp_solutionsformanufacturingprocessanalytics_eguide_10132020.pdf?sfvrsn=9f3d13d_4 | 1 | 35 | 96 | 33 | 95 |
| https://www.reddit.com/r/epicor/comments/1rl2h05/manufacturing_orgs_what_do_you_use_for_oee_and_mes/ | https://www.reddit.com/r/epicor/comments/1rl2h05/manufacturing_orgs_what_do_you_use_for_oee_and_mes/ | 1 | 72 | 97 | 64 | 96 |
| https://en.wikipedia.org/wiki/Siemens | https://en.wikipedia.org/wiki/Siemens | 1 | 80 | 98 | 76 | 97 |
| https://en.wikipedia.org/wiki/Rockwell_Automation | https://en.wikipedia.org/wiki/Rockwell_Automation | 1 | 80 | 98 | 76 | 97 |
| https://www.reddit.com/r/LeanManufacturing/comments/1qutlrn/free_oee_monitoring_system_for_your_production/ | https://www.reddit.com/r/LeanManufacturing/comments/1qutlrn/free_oee_monitoring_system_for_your_production/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/ChemicalEngineering/comments/j9e88h | https://www.reddit.com/r/ChemicalEngineering/comments/j9e88h | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/LeanManufacturing/comments/1o269pm/from_a_lean_perspective_do_you_find_oee_valuable/ | https://www.reddit.com/r/LeanManufacturing/comments/1o269pm/from_a_lean_perspective_do_you_find_oee_valuable/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/manufacturing/comments/1qya09g/midsize_factories_what_is_the_real_problem_with/ | https://www.reddit.com/r/manufacturing/comments/1qya09g/midsize_factories_what_is_the_real_problem_with/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/LeanManufacturing/comments/1tus8zt/oee_availability_question/ | https://www.reddit.com/r/LeanManufacturing/comments/1tus8zt/oee_availability_question/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/software/comments/1tozybd/built_a_tool_to_track_how_long_orders_actually/ | https://www.reddit.com/r/software/comments/1tozybd/built_a_tool_to_track_how_long_orders_actually/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/ChemicalEngineering/comments/pyu3i2 | https://www.reddit.com/r/ChemicalEngineering/comments/pyu3i2 | 1 | 72 | 97 | 64 | 96 |
| https://arxiv.org/abs/2210.09140 | https://arxiv.org/abs/2210.09140 | 1 | 65 | 97 | 61 | 96 |
| https://www.reddit.com/r/manufacturing/comments/1lqdbpa/has_anyone_successfully_implemented_an_mes/ | https://www.reddit.com/r/manufacturing/comments/1lqdbpa/has_anyone_successfully_implemented_an_mes/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/LeanManufacturing/comments/1syzj7b/why_i_want_to_ignore_changeover_time_in_oee_when/ | https://www.reddit.com/r/LeanManufacturing/comments/1syzj7b/why_i_want_to_ignore_changeover_time_in_oee_when/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/LeanManufacturing/comments/1toio1h/how_do_you_track_unplanned_downtime_at_your/ | https://www.reddit.com/r/LeanManufacturing/comments/1toio1h/how_do_you_track_unplanned_downtime_at_your/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/u_Nehaadhikari/comments/1pssy9t/which_factory_automation_software_are/ | https://www.reddit.com/r/u_Nehaadhikari/comments/1pssy9t/which_factory_automation_software_are/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/LeanManufacturing/comments/1bhjkjk | https://www.reddit.com/r/LeanManufacturing/comments/1bhjkjk | 1 | 72 | 97 | 64 | 96 |
| https://www.cognizant.com/en_us/services/documents/cognizant-aws-manufacturing-oee-brochure.pdf | https://www.cognizant.com/en_us/services/documents/cognizant-aws-manufacturing-oee-brochure.pdf | 1 | 42 | 96 | 12 | 94 |
| https://www.reddit.com/r/manufacturing/comments/1lwel9o/what_factoryfloor_software_do_you_swear_by/ | https://www.reddit.com/r/manufacturing/comments/1lwel9o/what_factoryfloor_software_do_you_swear_by/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/u_Shopworx1248/comments/dtd153 | https://www.reddit.com/r/u_Shopworx1248/comments/dtd153 | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/ChemicalEngineering/comments/s9xbhz | https://www.reddit.com/r/ChemicalEngineering/comments/s9xbhz | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/u_Siemens/comments/1sqskiw/hannover_messe_2026_kicks_off_siemens_showcases/ | https://www.reddit.com/r/u_Siemens/comments/1sqskiw/hannover_messe_2026_kicks_off_siemens_showcases/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/PLC/comments/1bmporx | https://www.reddit.com/r/PLC/comments/1bmporx | 1 | 72 | 97 | 64 | 96 |
| https://arxiv.org/abs/2606.23403 | https://arxiv.org/abs/2606.23403 | 1 | 65 | 97 | 61 | 96 |
| https://www.reddit.com/r/u_thingtrax/comments/f5qg9s | https://www.reddit.com/r/u_thingtrax/comments/f5qg9s | 1 | 72 | 97 | 64 | 96 |
| https://www.sightmachine.com/?utm_source=openai | https://www.sightmachine.com/?utm_source=openai | 1 | 19 | 96 | 12 | 95 |
| https://www.reddit.com/r/BusinessIntelligence/comments/1po3stx/erp_solutions_for_manufacturing_data_extraction/ | https://www.reddit.com/r/BusinessIntelligence/comments/1po3stx/erp_solutions_for_manufacturing_data_extraction/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/u_Siemens/comments/1u3qjef/turning_industrial_raw_data_into_aiready_digital/ | https://www.reddit.com/r/u_Siemens/comments/1u3qjef/turning_industrial_raw_data_into_aiready_digital/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/PLC/comments/1id28ef/how_bad_is_avevawonderware_system_platform/ | https://www.reddit.com/r/PLC/comments/1id28ef/how_bad_is_avevawonderware_system_platform/ | 1 | 72 | 97 | 64 | 96 |
| https://arxiv.org/abs/2511.04923 | https://arxiv.org/abs/2511.04923 | 1 | 65 | 97 | 61 | 96 |
| https://www.reddit.com/r/LeanManufacturing/comments/1efslqd/what_is_the_software_or_tools_for_calculate_oee/ | https://www.reddit.com/r/LeanManufacturing/comments/1efslqd/what_is_the_software_or_tools_for_calculate_oee/ | 1 | 72 | 97 | 64 | 96 |
| https://www.aveva.com/en/products/manufacturing-execution-system/?utm_source=openai | https://www.aveva.com/en/products/manufacturing-execution-system/?utm_source=openai | 1 | 34 | 96 | 4 | 94 |
| https://en.wikipedia.org/wiki/Overall_labor_effectiveness | https://en.wikipedia.org/wiki/Overall_labor_effectiveness | 1 | 80 | 98 | 76 | 97 |
| https://www.reddit.com/r/manufacturing/comments/1t66p0u/built_a_custom_erp_for_a_textile_factory_last/ | https://www.reddit.com/r/manufacturing/comments/1t66p0u/built_a_custom_erp_for_a_textile_factory_last/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/SCADA/comments/1qdxfbo/aveva_system_platform_stability/ | https://www.reddit.com/r/SCADA/comments/1qdxfbo/aveva_system_platform_stability/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/LeanManufacturing/comments/1mnegtm/could_you_suggest_me_some_good_oee_software/ | https://www.reddit.com/r/LeanManufacturing/comments/1mnegtm/could_you_suggest_me_some_good_oee_software/ | 1 | 72 | 97 | 64 | 96 |
| https://www.siemens.com/en-gb/products/insights-hub/?utm_source=openai | https://www.siemens.com/en-gb/products/insights-hub/?utm_source=openai | 1 | 52 | 97 | 25 | 95 |
| https://www.reddit.com/r/IndustrialAutomation/comments/1m6b1g7 | https://www.reddit.com/r/IndustrialAutomation/comments/1m6b1g7 | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/LeanManufacturing/comments/1r5982i/how_to_acquire_machine_data_for_oee_without/ | https://www.reddit.com/r/LeanManufacturing/comments/1r5982i/how_to_acquire_machine_data_for_oee_without/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/u_Siemens/comments/1s3abgv/industrial_ai_is_moving_from_pilots_to_production/ | https://www.reddit.com/r/u_Siemens/comments/1s3abgv/industrial_ai_is_moving_from_pilots_to_production/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/LeanManufacturing/comments/1n38xou/we_calculate_oee_differently_what_do_you_think/ | https://www.reddit.com/r/LeanManufacturing/comments/1n38xou/we_calculate_oee_differently_what_do_you_think/ | 1 | 72 | 97 | 64 | 96 |
| https://arxiv.org/abs/2205.09402 | https://arxiv.org/abs/2205.09402 | 1 | 65 | 97 | 61 | 96 |
| https://www.reddit.com/r/Metrology/comments/1n6ps7a | https://www.reddit.com/r/Metrology/comments/1n6ps7a | 1 | 72 | 97 | 64 | 96 |
| https://www.ptc.com/en/products/thingworx/?utm_source=openai | https://www.ptc.com/en/products/thingworx/?utm_source=openai | 1 | 40 | 96 | 9 | 95 |
| https://www.reddit.com/r/PowerBI/comments/1jw8eud | https://www.reddit.com/r/PowerBI/comments/1jw8eud | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/PLC/comments/1tqutnq/aeva_pi_system_job_reliability/ | https://www.reddit.com/r/PLC/comments/1tqutnq/aeva_pi_system_job_reliability/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/PLC/comments/1r594l8/how_to_acquire_machine_data_for_oee_without/ | https://www.reddit.com/r/PLC/comments/1r594l8/how_to_acquire_machine_data_for_oee_without/ | 1 | 72 | 97 | 64 | 96 |
| https://www.gevernova.com/software/products/manufacturing-execution-systems/cloud-oee?utm_source=openai | https://www.gevernova.com/software/products/manufacturing-execution-systems/cloud-oee?utm_source=openai | 1 | 33 | 96 | 7 | 95 |
| https://www.reddit.com/r/manufacturing/comments/1e4rmpd/meserp_software_for_small_batch_manufacturing/ | https://www.reddit.com/r/manufacturing/comments/1e4rmpd/meserp_software_for_small_batch_manufacturing/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/PLC/comments/1hvibez | https://www.reddit.com/r/PLC/comments/1hvibez | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/manufacturing/comments/dgyww2 | https://www.reddit.com/r/manufacturing/comments/dgyww2 | 1 | 72 | 97 | 64 | 96 |
| https://plex.rockwellautomation.com/en-us/products/supply-chain.html?utm_source=openai | https://plex.rockwellautomation.com/en-us/products/supply-chain.html?utm_source=openai | 1 | 39 | 96 | 17 | 94 |
| https://en.wikipedia.org/wiki/Advanced_Manufacturing_Software | https://en.wikipedia.org/wiki/Advanced_Manufacturing_Software | 1 | 80 | 98 | 76 | 97 |
| https://www.reddit.com/r/manufacturing/comments/1p7bu3z/anyone_using_an_erp_that_actually_makes_day_to/ | https://www.reddit.com/r/manufacturing/comments/1p7bu3z/anyone_using_an_erp_that_actually_makes_day_to/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/PLC/comments/1r3wpof/what_makes_people_go_with_aveva/ | https://www.reddit.com/r/PLC/comments/1r3wpof/what_makes_people_go_with_aveva/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/manufacturing/comments/1n38yif | https://www.reddit.com/r/manufacturing/comments/1n38yif | 1 | 72 | 97 | 64 | 96 |
| https://tulip.co/?utm_source=openai | https://tulip.co/?utm_source=openai | 1 | 24 | 95 | 19 | 95 |
| https://www.reddit.com/r/u_ItsFrehMrketBreh/comments/1tv9zw4/evaluation_report_ai_solutions_for_opc_operator/ | https://www.reddit.com/r/u_ItsFrehMrketBreh/comments/1tv9zw4/evaluation_report_ai_solutions_for_opc_operator/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/LeanManufacturing/comments/1r2t09k/if_you_dont_master_oee_you_are_far_from_mastering/ | https://www.reddit.com/r/LeanManufacturing/comments/1r2t09k/if_you_dont_master_oee_you_are_far_from_mastering/ | 1 | 72 | 97 | 64 | 96 |
| https://www.reddit.com/r/manufacturing/comments/lid12t | https://www.reddit.com/r/manufacturing/comments/lid12t | 1 | 72 | 97 | 64 | 96 |
| https://www.seeq.com/?utm_source=openai | https://www.seeq.com/?utm_source=openai | 1 | 22 | 95 | 6 | 94 |
| https://www.reddit.com/r/PLC/comments/19bkliv | https://www.reddit.com/r/PLC/comments/19bkliv | 1 | 72 | 97 | 64 | 96 |
| https://www.machinemetrics.com/platform?utm_source=openai | https://www.machinemetrics.com/platform?utm_source=openai | 1 | 28 | 95 | 3 | 94 |
| https://arxiv.org/abs/2507.02890 | https://arxiv.org/abs/2507.02890 | 1 | 65 | 97 | 61 | 96 |
| https://litmus.io/?utm_source=openai | https://litmus.io/?utm_source=openai | 1 | 22 | 96 | 15 | 95 |