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
333 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 · Governance
Tabular Foundation Model for Financial Forecasting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 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 · Governance
AI-Driven Financial Close Acceleration
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Powered Personalized Product Recommendations
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Powered Player Scouting and Talent Identification
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Plan to Fulfill
AI-Ready Master Data Unification Across SAP and Non-SAP Sources
Potential: HighEffort: HighCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Governance
Anomaly Detection in Emissions Reporting
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Demand Forecasting with Generative AI
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive Carbon Footprint Forecasting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Acquire to Decommission
Predictive Equipment Maintenance and Anomaly Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive Lead Scoring and Opportunity Prioritization
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive Supply Chain Disruption Detection
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive Talent Attrition and Skills Matching
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Supplier Master Data Harmonization for Procurement
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Trusted Customer 360 for Sales and Service Decisions
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Source to Pay
Invoice Discrepancy Detection Against Contract Terms
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 27 Mar 2026
Machine Learning · Finance
Predictive Payment Risk Prioritization for Collections
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 21 Mar 2026
Machine Learning · Recruit to Retire
Automated Succession Candidate Recommendations and Gaps
Potential: MediumEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 18 Mar 2026
Machine Learning · Plan to Fulfill
AI Slotting Recommendations to Optimize Storage Locations
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 13 Mar 2026
Machine Learning · Plan to Fulfill
Predict Warehouse Labor Demand for Picking Packing
Potential: MediumEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 23 Feb 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
1 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.
