Concept
A data model that represents entities and typed relationships explicitly so software can traverse connections, for example across production stages in a genealogy investigation.
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2026-05-29 · Video on YouTube
In this episode of the Microsoft 365-focused podcast from m365.fm, the discussion explores how organizations can implement intelligent knowledge graph architectures to support modern hybrid work environments. The episode examines how Microsoft technologies…
2026-10-09
A machine stops and ERP, MES, maintenance and the PLC each know part of the story, so AI cannot safely optimize the response. This episode shows manufacturing and data leaders how semantic layers, knowledge graphs, digital twins and clear constraints give AI…
2026-10-08
A factory can collect mountains of data and still struggle to answer what a single machine stop really affects. This episode is for manufacturing, IT/OT and data architects who need ERP, MES, maintenance and quality data to share one meaning. Learn how an…
2026-10-21
Factory AI can read ERP, MES and historian data but still does not know how a product, process and resource came together at one moment. This episode shows manufacturing data architects and plant engineers how a product-process-resource knowledge graph adds…
2026-06-07 · Video on YouTube
In this episode, Mirko Peters explores one of the most ambitious experiments in enterprise AI: engineering Microsoft Copilot to analyze and reason across more than 35 million pages of highly complex and interconnected information, inspired by the scale and…
2026-06-13 · Video on YouTube
Manual tagging is dead—and it’s quietly undermining your Microsoft 365 governance strategy. In this episode, we explore why traditional metadata management based on dropdown menus, user-selected labels, and manual classification no longer works in modern…
2026-09-28
Production schedules look solid when they leave ERP, yet material delays, tool issues, missing skills and short machine stops make them outdated before the first order starts. This episode is for manufacturing planners, operations leaders and data architects…
2026-10-06
A packaging machine stops, every system is connected, and still nobody can say which customer shipment is at risk. This episode is for manufacturing IT/OT architects and data teams who have invested in connectivity but still answer key questions with phone…
2026-09-15 · Video on YouTube
When a critical machine goes down, ERP may still show capacity that no longer exists while the shop floor improvises. This episode guides production planners, plant managers and IT/OT architects from disruption detection and impact tracing to finite-capacity…
2026-10-11
When sales promises an urgent delivery date, the order lands in a factory schedule that is already full, and other customers quietly absorb the delay. This episode is for manufacturing planners, operations leaders and data architects who connect ERP, MES and…
2026-10-19
Most factory dashboards start at the wrong end: they show a temperature or an OEE number, but nobody can explain where the message came from or whether it can be trusted. This episode is for OT and IT architects, data engineers and manufacturing leaders…
2026-10-29 · Video on YouTube
When a supplier reports a suspect batch, many manufacturers cannot prove which products actually contain it. This episode is for quality managers, MES and ERP owners and manufacturing IT teams who need traceability that holds up in recalls and audits. You…
A unified model connecting people, content, conversations and business processes, built using Microsoft Graph and AI. · From the episode: Microsoft Cowork IQ Knowledge Graph Architecture
Expertise mapping helps connect you with colleagues who have the right skills, using the relationships captured in the knowledge graph. · From the episode: Microsoft Cowork IQ Knowledge Graph Architecture
It is a model of how a product, a process and a resource came together at a given moment, linking records that ERP, MES and historians hold separately. · From the episode: What Is a PPR Knowledge Graph — and Why…
Factory AI can read massive data but often lacks understanding of the plant. The graph lets it reconstruct the operating situation. · From the episode: What Is a PPR Knowledge Graph — and Why…
ERP knows the order, MES knows the operation, and the historian knows the signal. None of these records automatically explains how a product, process and resource came together at one moment, and that missing connection is what a PPR knowledge graph provides for factory AI. · From the episode: What Is a PPR Knowledge Graph — and Why…
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Maintained by Mirko Peters (Microsoft MVP) · Last updated:
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