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
Agent-Based Production Anomaly Response
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
AI Dynamic Pricing for Consumer Goods
Potential: HighEffort: MediumSource: indatalabs.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
AI Model Governance and Validation Tracking
Potential: HighEffort: MediumSource: manufacturingchemist.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
AI-Based Demand Forecasting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
AI-Driven Demand and Inventory Planning
Potential: HighEffort: MediumSource: community.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
AI-Driven Pharma Pricing Optimization
Potential: HighEffort: HighSource: customerthink.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
AI-Driven Predictive Maintenance for Production Equipment
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
AI-Driven Sales and Demand Insights
Potential: HighEffort: MediumSource: microsoft.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
AI-Enabled Order Promising and ATP
Potential: HighEffort: MediumSource: openskygroup.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Governance
AI-Powered Cash Flow Forecasting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
AI-Powered Demand Forecasting
Potential: HighEffort: MediumSource: ibm.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Governance
Anomaly Detection in Commission Payouts
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Acquire to Decommission
Attention-Based Root Cause Explanation for Equipment Faults
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
Automated Alert Triage and Response
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
Automated Credit Decisioning at Checkout
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
Automated Order-to-Cash Data Reconciliation
Potential: HighEffort: MediumSource: bain.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Governance
Automated Sales Commission Calculation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Automated Slotting Optimization
Potential: MediumEffort: MediumSource: openskygroup.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Acquire to Decommission
Autonomous Logistics Shipment Tracking and ETA Updates
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Context-Aware Data Anomaly Detection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Finance
Contingent Workforce Spend Anomaly Detection
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Governance
Cost Anomaly Detection in Manufacturing Operations
Potential: HighEffort: MediumSource: netsuite.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Governance
Cross-Institution Yield Comparison and Cash Sweeping
Potential: HighEffort: HighSource: mckinsey.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Acquire to Decommission
Cross-System Alarm Correlation and Root Cause Analysis
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 9 Nov 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.
