Manufacturing Operations
AI on the shop floor — scheduling, quality, OEE and connected workforce.
Daher expands LeanDNA APEX to standardize supply chain execution across three continents
Daher is expanding its use of LeanDNA APEX to standardize supply chain execution across operations on three continents. The platform is intended to provide common KPIs, workflows and AI-assisted recommendations despite multiple SAP environments and historically manual reporting processes.
The deployment supports tactical buyers and operational teams working on material availability, supplier performance, inventory priorities and execution risks. The objective is to create a shared operational layer above fragmented ERP environments.
The partnership is a concrete example of manufacturers using AI-enabled execution platforms to harmonize decisions without waiting for a full core-system transformation.
This case is relevant for the Governed Middle Layer concept. A shared execution layer can improve consistency across ERP instances, but it can also become another parallel system if KPI definitions, action ownership and override rules are unclear.
Daher will need strong governance around data synchronization, decision rights, exception handling and the boundary between recommendations in LeanDNA and transactions executed in SAP.
Wipak selects RELEX for connected demand, inventory and production planning
Wipak has selected RELEX to connect demand, inventory and production planning. The manufacturing group will use machine-learning forecasting and shared planning processes to improve end-to-end visibility and coordination.
Connected planning needs aligned product, capacity and inventory definitions, with clear ownership of production trade-offs and forecast overrides.
SAP embeds agents into manufacturing and supply-chain workflows at Hannover Messe
SAP presented new agentic AI capabilities for manufacturing and supply-chain workflows at Hannover Messe 2026. The announcements connect business data, operational processes and AI-supported actions across industrial environments.
Agents embedded in core workflows require governed master data, role-based permissions and clear accountability when recommendations cross planning, manufacturing and maintenance boundaries.
DENSO transforms global supply-chain operations with Oracle Fusion and embedded AI
DENSO is moving global supply-chain operations to Oracle Fusion Applications to improve data accuracy, decision speed and access to embedded AI capabilities. The transformation aims to create a more consistent operating foundation across regions and functions.
Kinaxis and Tosoh launch an AI-powered supply-chain transformation
Tosoh selected Kinaxis Maestro to improve visibility, collaboration and response speed across its complex chemical-industry supply chain.
thyssenkrupp Rasselstein uses Celonis to improve supply-chain transparency and efficiency
thyssenkrupp Rasselstein partnered with Celonis to improve Supply Chain transparency and efficiency using process intelligence and AI across its packaging-steel operations.
Process visibility creates value only when bottlenecks have named owners and remediation is linked to measurable service, inventory and throughput outcomes.
