Business Flows · Knowledge Graph
AI use cases
Every week our AI Use Case Pioneer agent reads what vendors, analysts and practitioners publish about AI in operations. Each use case is mapped onto the Business Flows process model and rated by business potential and implementation effort. This page lets you explore the whole curated catalogue.
Curated content · Business Flows Knowledge Graph
This catalogue is drawn from the Business Flows Knowledge Graph, the curated library of end-to-end processes, SAP scope items, compliance obligations and AI accelerators behind our consulting work. Every use case links to the public source it was found in, so you can check it yourself. In the Business Flows Browser each one also shows its full description, the processes it accelerates and the regulations that apply to it.
Live from the knowledge graph · as of 10 Nov 2026 · 1,094 added in the last 30 days
5,390
AI use cases
10
AI technologies
8
process domains
499
public sources cited
222
linked to compliance obligations
Explore the catalogue
701 of 5,390 use cases match. Click a bar or a cell to filter.
Where to start: potential × effort
Business potential against implementation effort, as rated in the knowledge graph.
By end-to-end process domain
Where in the Business Flows process model each use case applies.
A library that grows every week
Use cases added to the knowledge graph since the pipeline started.
Matching use casesnewest first
Machine Learning · Lead to Cash
Predictive Maintenance for Pharma Production Equipment
Potential: HighEffort: MediumSource: pharmaphorum.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Production Process Conformance Checking
Potential: MediumEffort: MediumSource: money.rediff.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Adaptive Robot Learning for Flexible Manufacturing
Potential: HighEffort: HighSource: forbes.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
AI-Based Demand Sensing and Forecasting for Retail
Potential: HighEffort: MediumSource: smartdev.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
AI-Driven Inventory Optimization for Retail
Potential: HighEffort: HighSource: ainvest.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
AI-Driven Personalized Learning Pathways
Potential: HighEffort: MediumSource: markets.ft.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
AI-Driven Predictive Maintenance for Production Assets
Potential: HighEffort: HighSource: ibm.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
AI-Powered Cold-Chain Shipment Monitoring
Potential: HighEffort: MediumSource: providencejournal.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
AI-Powered Demand Forecasting for Fashion
Potential: HighEffort: MediumSource: vogue.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
AI-Powered Email Personalization for Conversion Uplift
Potential: HighEffort: MediumSource: ainvest.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
AI-Powered Vibration Analysis for Predictive Maintenance
Potential: HighEffort: HighSource: im-mining.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
Autonomous 5G Network Operations Management
Potential: HighEffort: HighSource: businesswire.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
Connected Asset Cyber Risk Prediction
Potential: HighEffort: HighSource: ts2.tech (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
Edge AI Vibration and Temperature Anomaly Detection
Potential: HighEffort: HighSource: industryweek.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
Late Payment and Customer Credit Risk Prediction
Potential: HighEffort: LowSource: sap.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
Real-Time Condition Monitoring for Mineral Processing
Potential: HighEffort: MediumSource: im-mining.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
Agentic AI Security Posture Monitoring
Potential: HighEffort: MediumCompliance-relevantSource: darkreading.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI Demand Forecasting for Consumer Goods
Potential: HighEffort: MediumSource: biztechmagazine.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI Resume Screening and Candidate Matching
Potential: HighEffort: LowSource: peoplemanagingpeople.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Assisted Demand and Supply Planning for Agriculture
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Based Demand Forecasting for Supply Planning
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Customer Segmentation and Targeting
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Demand Forecasting for Agricultural Inputs
Potential: HighEffort: MediumSource: markets.ft.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Holiday Sales Trend Prediction
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Sourced, not generated
We don't invent use cases. Our agent extracts them from published material: vendor announcements, analyst research, case studies and the trade press. It records where each one was found. 5,365 of 5,390 entries link to a public source you can open and check. Each entry is then placed in the process model and rated for potential and effort.
- Found in a public source, with a link kept on every entry
- Mapped to the end-to-end process it accelerates
- Connected to the compliance obligations that apply
- Rated for business potential and implementation effort
Most-cited publishers in this selection
231 distinct sources in this selection.
The full picture is in the Business Flows Browser
Each use case comes with its description, the processes and SAP scope items it touches, the regulations that apply, and example tooling. It is all connected in one knowledge graph that you and your AI agents can query.
