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
1,584 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 AI technology
The technology that powers each use case.
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
Cross-Industry Transferable AI Models for Demand Forecasting
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 21 Sept 2026
Machine Learning
Cross-Order Production Progress Monitoring
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Defense Mission Readiness Prediction
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Recruit to Retire
Federated Learning for Cross-Retailer Forecast Accuracy
Potential: MediumEffort: HighSource: syrencloud.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Plan to Fulfill
Fresh Food Waste Reduction
Potential: HighEffort: MediumSource: relexsolutions.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Instant Demand Forecasting with Tabular Foundation Model
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Finance
Intelligent Exception Routing for AP Approvals
Potential: HighEffort: MediumSource: scale.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Recruit to Retire
ML-Based Seasonal Forecast Error Reduction
Potential: HighEffort: MediumSource: syrencloud.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Next-Best-Product Recommendation Engine
Potential: HighEffort: LowSource: fieldassist.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Object-Centric Process Variant Analysis
Potential: HighEffort: HighSource: learn.g2.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Payment Default and Credit Risk Prediction
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Recruit to Retire
Payroll Anomaly Detection and Validation
Potential: HighEffort: MediumSource: hrmoutlook.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Recruit to Retire
Personalized Employee Learning Path Generation
Potential: HighEffort: MediumSource: automationanywhere.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Recruit to Retire
Personalized Learning and Development Recommendations
Potential: MediumEffort: MediumSource: youtube.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Personalized Offer and Promotion Targeting
Potential: HighEffort: MediumSource: fieldassist.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Predictive Delivery Performance Monitoring
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Predictive Demand Forecasting for Pharma Supply Chain
Potential: HighEffort: MediumSource: mordorintelligence.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Predictive Demand Forecasting for Pharmaceuticals
Potential: HighEffort: MediumSource: varitecconsulting.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Recruit to Retire
Predictive Demand Forecasting for Seasonal Trends
Potential: HighEffort: MediumSource: facebook.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Predictive Opponent Strategy Modeling
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Source to Pay
Predictive Savings Opportunity Identification
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Source to Pay
Predictive Sourcing Recommendations
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Predictive Supply Chain Risk Monitoring
Potential: HighEffort: MediumSource: pwc.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Predictive Talent Scouting and Recruitment
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 21 Sept 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
348 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.
