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 11 Nov 2026 · 883 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 · Plan to Fulfill
Root-Cause Error Analysis from Production Logs
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 11 Mar 2026
Machine Learning · Finance
Automated G/L and Cost Object Coding
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 10 Mar 2026
Machine Learning · Recruit to Retire
AI Applicant Screening and Skills Match Scoring
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 6 Mar 2026
Machine Learning · Plan to Fulfill
Demand Sensing with Automated Outlier Correction
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 6 Mar 2026
Machine Learning · Plan to Fulfill
Sales Order Exception Prediction and Auto-Remediation
Potential: HighEffort: HighSource: sap.com (opens in a new tab) · added 6 Mar 2026
Machine Learning · Plan to Fulfill
AI Demand Forecasting with Planner Explainability
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 5 Mar 2026
Machine Learning · Finance
ML Cash Application Auto-Matching and Clearing
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 5 Mar 2026
Machine Learning · Finance
Machine Learning Cash Application Matching
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 3 Mar 2026
Machine Learning · Finance
ML Cash Application Matching and Auto-Clearing
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 2 Mar 2026
Machine Learning
Anomaly Detection for Close and Reconciliation
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 28 Feb 2026
Machine Learning · Lead to Cash
Automated Customer Payment Matching Proposals
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 27 Feb 2026
Machine Learning · Finance
Predictive Disruption Alerts with Control Tower
Potential: HighEffort: HighSource: sap.com (opens in a new tab) · added 27 Feb 2026
Machine Learning · Finance
ML Receivables Matching for Cash Application
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 26 Feb 2026
Machine Learning · Plan to Fulfill
ML Slotting Suggestions for Warehouse Product Masters
Potential: MediumEffort: MediumSource: sap.com (opens in a new tab) · added 26 Feb 2026
Machine Learning · Finance
Automated Cash Application Matching and Clearing
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 25 Feb 2026
Machine Learning · Plan to Fulfill
Sales Order Field Autocompletion Recommendations
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 24 Feb 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
Machine Learning · Plan to Fulfill
AI Issue Resolution Guidance for Quality Defects
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 22 Feb 2026
Machine Learning · Finance
Anomaly Detection for Journal Entries and Postings
Potential: HighEffort: MediumCompliance-relevantSource: community.sap.com (opens in a new tab) · added 22 Feb 2026
Machine Learning · Finance
Duplicate Invoice Detection with Vendor Behavior Signals
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 22 Feb 2026
Machine Learning · Lead to Cash
Machine-Learned Cash Application for Incoming Payments
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 22 Feb 2026
Machine Learning · Plan to Fulfill
Optimized Safety Stock and Reorder Recommendations
Potential: HighEffort: HighSource: sap.com (opens in a new tab) · added 22 Feb 2026
Machine Learning · Acquire to Decommission
Predictive Maintenance Anomaly Detection and Work Orders
Potential: HighEffort: HighSource: cumulocity.com (opens in a new tab) · added 22 Feb 2026
Machine Learning · Finance
Predictive Maintenance for Critical Production Assets
Potential: HighEffort: HighSource: cumulocity.com (opens in a new tab) · added 22 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
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.